pacman::p_load(tmap, sf, sp,spdep, sfdep, tidyverse, knitr,spflow, Matrix, performance)Prototyping Modules for Geospatial Analytics Shiny Application
1.0 Overview
In the realm of application development, prototyping serves as a powerful tool that breathes life into abstract concepts and ideas, transforming them into tangible representations. It is akin to a bridge that connects the realm of theoretical design with the practical world of user interaction.
A prototype, particularly for an application, is primarily a tool for validating design. It provides a platform to test and verify whether the visual elements and user experience (UX) of the application resonate with stakeholders and potential users. This process is crucial as it allows for the refinement of the application’s UX before further resources are committed, thereby ensuring efficiency and effectiveness in the development process.
1.1 Prototyping for Shiny Application
In the context of developing a Shiny application with R, prototyping takes on a more specific role. It involves evaluating and determining the necessary R packages that are supported in R CRAN, which forms the backbone of the application. This step ensures that the application is built on a solid and reliable foundation.
Furthermore, prototyping involves preparing and testing specific R codes to ensure they run correctly and return the expected output. This step is akin to a rehearsal before the actual performance, ensuring that the final product runs smoothly and meets the desired objectives.
Another critical aspect of prototyping in Shiny application development is determining the parameters and outputs that will be exposed on the Shiny applications. This process is like setting the stage for user interaction, deciding what the users see and how they interact with the application.
Lastly, prototyping involves selecting the appropriate Shiny UI components for exposing the parameters determined above. This step is where the application starts to take shape, and the user interface begins to reflect the application’s functionality and purpose.
In essence, prototyping is a journey of transformation, from abstract ideas to a functional application, ensuring that the final product not only meets design specifications but also provides an engaging and satisfactory user experience. It is the lighthouse that guides the application development process, ensuring that the final product is not just a mere application, but a solution that meets the needs of its users.
This exercise is designed as a comprehensive walk-through of the prototyping process for a Shiny application. It will guide you through each step, starting from the basics of Shiny, moving on to the ideation of a generic design, followed by the analysis of R-packages and testing of R codes, which all will contribute to the proposed storyboard of our Shiny application.
2.0 Understanding Basics of Shiny
Shiny is an open-source R package that provides a powerful web framework for building interactive web applications using R. The best part? We don’t need to dive into all that web design jargon like HTML, CSS, or JavaScript. We just focus on our R analysis, and Shiny turns it into a web app that others can play around with.
2.1 Basic Building Blocks of Shiny
When we’re working with Shiny, we basically have a folder that contains an R script named app.R. This script is the heart of our Shiny application. It’s made up of two main parts: a user interface ui object and a server function.
One of the cool things about Shiny is that it lets us keep our ui object and server function separate. This means we can clearly split up the code that creates our user interface (that’s the front end, what our users see and interact with) from the code that decides how our application behaves (that’s the back end, the behind-the-scenes stuff). It’s like having a clean, organized workspace, which makes our job a whole lot easier!
2.2 UI
When we’re building a Shiny application, we work with three main components headerPanel, sidebarPanel, and mainPanel. These are the building blocks for our app’s user-interface.
Sidebar Panel (
sidebarPanel): This is a vertical panel on the side of the application. It is displayed with a distinct background color and typically contains input controls.Main Panel (
mainPanel): This is the primary area of the application and it typically contains outputs. The main panel displays the output (like maps, plots, tables, etc.) based on the input given in the sidebar panel.Header Panel (
headerPanel): This is the topmost part of the UI where you can place the title of our application. It is not always necessary but can be used to provide a title or brief description of our application.
Grid Layout System: FluidRow and Column
When we’re designing the layout of our Shiny app, we get to play around with two functions fluidRow() and column(). Rows are created using the fluidRow() function. Within these rows, we can add columns - but a thing to note here is that columns can only be included within a row. We can define columns using the column() function. The width of these columns is based on the Bootstrap 12-wide grid system. This means we can have up to 12 columns in a single row, giving us a lot of flexibility in how we want to arrange things.
By playing around with fluidRow() and column(), we can create a wide variety of layouts. A few examples of different layout grids can be seen below:
Header Panel: Navbar Pages
To create a Shiny application that consists of multiple distinct sub-components (each with their own sidebar, tabsets, or other layout constructs), Shiny provides navbarPage() function to create subsection pages within a single Shiny application. So, no matter how complex our app gets, navbarPage() helps us keep things organized and user-friendly.
Sidebar Panel: User Inputs and Controls
To insert the user input specifications and controls, Shiny provides functions like sliderInput(), selectInput(), textInput(), numericInput(), checkboxInput(), and checkboxGroupInput(), among others. Each of these functions helps us create a different user interface widget for input specifications and controls. Below is a summary of how different functions create user interface widgets for input specifications and controls.
Here are a few functions that are commonly used!
sliderInput(): This function lets us add a slider bar. It’s perfect when we want users to select a value within a range.selectInput(): This function creates a dropdown list. It’s great for when we have a list of options and we want users to select one.textInput(): This function gives us a text box. It’s ideal for when we want users to type in some text.numericInput(): This function creates a numeric input field. It’s useful when we need users to enter a number.checkboxInput(): This function lets us add a checkbox. It’s handy when we want users to make a binary choice.checkboxGroupInput(): This function creates a group of checkboxes. It’s perfect for when we want users to select multiple options from a list.
submitButton() can be used to compile the specified inputs and controls and send to the server to refresh and update the main panel contents.
Main Panel: Outputs
In our Shiny app, we can create placeholders in the main panel for outputs. These are later filled in by the server function, which translates our inputs into outputs. There are three main types of output, which correspond to the three things we usually include in a report: text, tables, and plots. Shiny provides functions like textOutput(), tableOutput(), and plotOutput() to define output elements and renderText(), renderTable() and renderPlot() to render and create output elements on user interface. Using fluidRow() and column(), configurations of the output elements can be customised as well.
Main Panel: Tabsets
Shiny provides tabsetPanel() function that allows us to subdivide the main panel into multiple sections. Each section can then show different outputs. It’s like having different tabs in a browser, each showing a different webpage. This way, we can keep our outputs neat and organized, and our users can easily find what they’re looking for.
2.3 Server
In a Shiny application, the server component is responsible for the server-side logic of our application. The server object can include one or more functions that take the inputs from our ui object and turn them into outputs. A server function usually take in an input and an output parameter. The input parameter allows the server to access the UI inputs, and the output parameter is used to define how to display outputs on the UI. An optional parameter session can also be inputted to define the session-related logic to the application.
So, how do the u and server interact to run the app? Well, imagine it like a two-way street. The ui sends the inputs to the server, and the server sends back the outputs to be displayed on the ui. It’s a continuous loop of interaction that keeps our app running smoothly. A generi diagram of how they interact to run the application has been formulated below:
In actual fact, there are multiple customisation and extensions available in Shiny to improve the look and feel of our application. However, I only covered basic components and certain customisations from my research that I intend to use in my proposed design.
3.0 Analysing R-Packages
4.0 Testing Spatial Interaction Modelling
flow_data_morn <- read_rds("~/IS415-GAA/Take-home_Ex/Take-home_Ex03/data/flow_data.rds")
flow_data_morn_nov <- read_rds("~/IS415-GAA/Take-home_Ex/Take-home_Ex03/data/flow_data2.rds")
flow_data_morn_dec <- read_rds("~/IS415-GAA/Take-home_Ex/Take-home_Ex03/data/flow_data3.rds")
flow_data_morn_jan <- read_rds("~/IS415-GAA/Take-home_Ex/Take-home_Ex03/data/flow_data4.rds")
flow_data_even <- read_rds("~/IS415-GAA/Take-home_Ex/Take-home_Ex03/data/flow_data5.rds")
flow_data_even_nov <- read_rds("~/IS415-GAA/Take-home_Ex/Take-home_Ex03/data/flow_data6.rds")
flow_data_even_dec <- read_rds("~/IS415-GAA/Take-home_Ex/Take-home_Ex03/data/flow_data7.rds")
flow_data_even_jan <- read_rds("~/IS415-GAA/Take-home_Ex/Take-home_Ex03/data/flow_data8.rds")4.1 Creating Outflow Map
od_wkday_morn <- read_rds("~/IS415-GAA/Take-home_Ex/Take-home_Ex03/data/od_wkday_morn.rds")
od_wkday_morn_nov <- read_rds("~/IS415-GAA/Take-home_Ex/Take-home_Ex03/data/od_wkday_morn_nov.rds")
od_wkday_morn_dec <- read_rds("~/IS415-GAA/Take-home_Ex/Take-home_Ex03/data/od_wkday_morn_dec.rds")
od_wkday_morn_jan <- read_rds("~/IS415-GAA/Take-home_Ex/Take-home_Ex03/data/od_wkday_morn_jan.rds")
od_wkday_even <- read_rds("~/IS415-GAA/Take-home_Ex/Take-home_Ex03/data/od_wkday_even.rds")
od_wkday_even_nov <- read_rds("~/IS415-GAA/Take-home_Ex/Take-home_Ex03/data/od_wkday_even_nov.rds")
od_wkday_even_dec <- read_rds("~/IS415-GAA/Take-home_Ex/Take-home_Ex03/data/od_wkday_even_dec.rds")
od_wkday_even_jan <- read_rds("~/IS415-GAA/Take-home_Ex/Take-home_Ex03/data/od_wkday_even_jan.rds")
hex_grid <- read_rds("~/IS415-GAA/Take-home_Ex/Take-home_Ex03/data/hex_grid.rds")
hex_grid_2 <- read_rds("~/IS415-GAA/Take-home_Ex/Take-home_Ex03/data/hex_grid_2.rds")
hex_grid_pa <- read_rds("~/IS415-GAA/Take-home_Ex/Take-home_Ex03/data/hex_grid_pa.rds")outflow_morn_hex <- aggregate(flow_data_morn$TOTAL_TRIPS, by=list(Category=flow_data_morn$ORIGIN_hex), FUN=sum)
colnames(outflow_morn_hex) <- c("index", "TOTAL_TRIPS")hex_outflow_morn <- left_join(hex_grid, outflow_morn_hex, by = 'index')hex_outflow_morn$TOTAL_TRIPS <- ifelse(is.na(hex_outflow_morn$TOTAL_TRIPS), 0, hex_outflow_morn$TOTAL_TRIPS)tmap_mode("view")
tm_shape(hex_outflow_morn) +
tm_fill(col = "TOTAL_TRIPS",
palette = c("#f2ffff","#f9f777","#f8d673","#f89974","#D66779","#b977cb","#7977f3","#57bfc0"),
style = "fixed",
breaks = c(0,1,100,1000,10000,100000,500000,1000000,5000000),
title = "Outflow Trip Count") +
tm_borders(col = "grey")+
tm_layout(legend.title.size = 1,
legend.text.size = 0.6,
frame = TRUE)4.2 Making Inflow Map
inflow_morn_hex <- aggregate(flow_data_morn$TOTAL_TRIPS, by=list(Category=flow_data_morn$DESTIN_hex), FUN=sum)
# Rename the columns
colnames(inflow_morn_hex) <- c("index", "TOTAL_TRIPS")hex_inflow_morn <- left_join(hex_grid, inflow_morn_hex, by = 'index')
hex_inflow_morn$TOTAL_TRIPS <- ifelse(is.na(hex_inflow_morn$TOTAL_TRIPS), 0, hex_inflow_morn$TOTAL_TRIPS)tmap_mode("view")
tm_shape(hex_inflow_morn) +
tm_fill(col = "TOTAL_TRIPS",
palette = c("#f2ffff","#f9f777","#f8d673","#f89974","#D66779","#b977cb","#7977f3","#57bfc0"),
style = "fixed",
breaks = c(0,1,100,1000,10000,100000,500000,1000000,5000000),
title = "Inflow Trip Count")+
tm_borders(col = "grey")+
tm_layout(legend.title.size = 1,
legend.text.size = 0.6,
frame = TRUE)4.3 Making Distribution Graphs
breaks <- c(0,0.9,100,1000,10000,100000,500000,1000000,5000000)
labels <- c("0", "1 to 100", "100 to 1,000", "1,000 to 10,000", "10,000 to 100,000", "100,000 to 500,00", "500,000 to 1,000,000", "1,000,000 to 5,000,000")
hex_inflow_morn$TRIPS_BIN <- cut(hex_inflow_morn$TOTAL_TRIPS, breaks = breaks, labels=labels, include.lowest = TRUE, right = FALSE)
head(hex_inflow_morn)Simple feature collection with 6 features and 3 fields
Geometry type: POLYGON
Dimension: XY
Bounding box: xmin: 2292.538 ymin: 21810.9 xmax: 3417.538 ymax: 27873.08
Projected CRS: SVY21 / Singapore TM
index TOTAL_TRIPS geometry TRIPS_BIN
1 33 0 POLYGON ((2667.538 21810.9,... 0
2 34 0 POLYGON ((2667.538 23109.94... 0
3 35 0 POLYGON ((2667.538 24408.98... 0
4 36 0 POLYGON ((2667.538 25708.01... 0
5 37 0 POLYGON ((2667.538 27007.05... 0
6 60 0 POLYGON ((3042.538 22460.42... 0ggplot(data = hex_inflow_morn,
aes(y = TRIPS_BIN,fill = TRIPS_BIN)) +
geom_bar(show.legend = FALSE)+
xlab("Count of Analytical Hexagons") +
ylab("Inflow Trip Count") +
scale_fill_manual(values=c("#f2ffff","#f9f777","#f8d673","#f89974","#D66779","#b977cb","#7977f3","#57bfc0"))+
ggtitle("Distribution of Hexagons Per Each Inflow Trip Count Bin")
hex_inflow_morn_nozero <- hex_inflow_morn %>% filter(TOTAL_TRIPS != 0)
min(hex_inflow_morn_nozero$TOTAL_TRIPS)[1] 2max(hex_inflow_morn_nozero$TOTAL_TRIPS)[1] 1291235median(hex_inflow_morn_nozero$TOTAL_TRIPS)[1] 34539mode(hex_inflow_morn_nozero$TOTAL_TRIPS)[1] "numeric"ggplot(data = hex_inflow_morn_nozero,
aes(y = TRIPS_BIN,fill = TRIPS_BIN)) +
geom_bar(show.legend = FALSE)+
xlab("Count of Analytical Hexagons") +
ylab("Inflow Trip Count") +
scale_fill_manual(values=c("#f9f777","#f8d673","#f89974","#D66779","#b977cb","#7977f3","#57bfc0"))+
ggtitle("Distribution of Hexagons Per Each Inflow Trip Count Bin",
subtitle = "(excluding hexagons with zero inflow trip)")
hex_outflow_morn$TRIPS_BIN <- cut(hex_outflow_morn$TOTAL_TRIPS, breaks = breaks, labels=labels, include.lowest = TRUE, right = FALSE)
head(hex_outflow_morn)Simple feature collection with 6 features and 3 fields
Geometry type: POLYGON
Dimension: XY
Bounding box: xmin: 2292.538 ymin: 21810.9 xmax: 3417.538 ymax: 27873.08
Projected CRS: SVY21 / Singapore TM
index TOTAL_TRIPS geometry TRIPS_BIN
1 33 0 POLYGON ((2667.538 21810.9,... 0
2 34 0 POLYGON ((2667.538 23109.94... 0
3 35 0 POLYGON ((2667.538 24408.98... 0
4 36 0 POLYGON ((2667.538 25708.01... 0
5 37 0 POLYGON ((2667.538 27007.05... 0
6 60 0 POLYGON ((3042.538 22460.42... 0ggplot(data = hex_outflow_morn,
aes(y = TRIPS_BIN,fill = TRIPS_BIN)) +
geom_bar(show.legend = FALSE)+
xlab("Count of Analytical Hexagons") +
ylab("Outflow Trip Count") +
scale_fill_manual(values=c("#f2ffff","#f9f777","#f8d673","#f89974","#D66779","#b977cb","#7977f3","#57bfc0")) +
ggtitle("Distribution of Hexagons Per Each Outflow Trip Count Bin")
hex_outflow_morn_nozero <- hex_outflow_morn %>% filter(TOTAL_TRIPS != 0)
min(hex_outflow_morn_nozero$TOTAL_TRIPS)[1] 1max(hex_outflow_morn_nozero$TOTAL_TRIPS)[1] 998187median(hex_outflow_morn_nozero$TOTAL_TRIPS)[1] 30484mode(hex_outflow_morn_nozero$TOTAL_TRIPS)[1] "numeric"ggplot(data = hex_outflow_morn_nozero,
aes(y = TRIPS_BIN,fill = TRIPS_BIN)) +
geom_bar(show.legend = FALSE)+
xlab("Count of Analytical Hexagons") +
ylab("Outflow Trip Count") +
scale_fill_manual(values=c("#f9f777","#f8d673","#f89974","#D66779","#b977cb","#7977f3","#57bfc0"))+
ggtitle("Distribution of Hexagons Per Each Outflow Trip Count Bin",
subtitle = "(excluding hexagons with zero outflow trip)")
4.4 Zooming into Planning Area
In previous section, we only explore the inflow and outflow maps for the whole of Singapore island. However, it may not be intuitive enough to identify patterns at local subzone levels. One possible user calibration in this regard may be to allow the users to specify subzone they want to look into detail.
head(hex_inflow_morn)Simple feature collection with 6 features and 3 fields
Geometry type: POLYGON
Dimension: XY
Bounding box: xmin: 2292.538 ymin: 21810.9 xmax: 3417.538 ymax: 27873.08
Projected CRS: SVY21 / Singapore TM
index TOTAL_TRIPS geometry TRIPS_BIN
1 33 0 POLYGON ((2667.538 21810.9,... 0
2 34 0 POLYGON ((2667.538 23109.94... 0
3 35 0 POLYGON ((2667.538 24408.98... 0
4 36 0 POLYGON ((2667.538 25708.01... 0
5 37 0 POLYGON ((2667.538 27007.05... 0
6 60 0 POLYGON ((3042.538 22460.42... 0Based on the user specification, we can filter this data before creating plots and histograms. As an demonstration, we will look at Changi Airpot!
tmap_mode("view")
tm_shape(hex_grid_pa) +
tm_fill(col = "PLN_AREA_N",
id= "PLN_AREA_N")+
tm_borders(col = "grey")+
tm_layout(legend.title.size = 1,
legend.text.size = 0.6,
frame = TRUE)mpsz_sf <- st_read("~/IS415-GAA/Take-home_Ex/Take-home_Ex03/data/mpsz_sf.shp")Reading layer `mpsz_sf' from data source
`/Users/khantminnaing/IS415-GAA/Take-home_Ex/Take-home_Ex03/data/mpsz_sf.shp'
using driver `ESRI Shapefile'
Simple feature collection with 332 features and 6 fields
Geometry type: MULTIPOLYGON
Dimension: XY
Bounding box: xmin: 2667.538 ymin: 15748.72 xmax: 56396.44 ymax: 50256.33
Projected CRS: SVY21 / Singapore TMsz_input <- "PUNGGOL"
sz_sf <- mpsz_sf %>% filter(PLN_AREA_N == sz_input)
sz_boundary <- st_combine(sz_sf)
sz_hex <- st_intersection(hex_inflow_morn, sz_boundary)
intersection_list = hex_inflow_morn$index[lengths(st_intersects(hex_inflow_morn, sz_hex)) > 0]
hex_inflow_morn_temp = hex_inflow_morn %>%
filter(index %in% intersection_list)tmap_mode("view")
tm_shape(hex_inflow_morn_temp) +
tm_fill(col = "TOTAL_TRIPS",
palette = c("#f2ffff","#f9f777","#f8d673","#f89974","#D66779","#b977cb","#7977f3","#57bfc0"),
style = "fixed",
breaks = c(0,1,100,1000,10000,100000,500000,1000000,5000000),
title = "Inflow Trip Count")+
tm_borders(col = "grey")+
tm_layout(legend.title.size = 1,
legend.text.size = 0.6,
frame = TRUE)sz_input <- "HOUGANG"
sz_sf <- mpsz_sf %>% filter(PLN_AREA_N == sz_input)
sz_boundary <- st_combine(sz_sf)
sz_hex <- st_intersection(hex_inflow_morn, sz_boundary)
intersection_list = hex_inflow_morn$index[lengths(st_intersects(hex_inflow_morn, sz_hex)) > 0]
hex_inflow_morn_temp = hex_inflow_morn %>%
filter(index %in% intersection_list)
tmap_mode("view")
tm_shape(hex_inflow_morn_temp) +
tm_fill(col = "TOTAL_TRIPS",
palette = c("#f2ffff","#f9f777","#f8d673","#f89974","#D66779","#b977cb","#7977f3","#57bfc0"),
style = "fixed",
breaks = c(0,1,100,1000,10000,100000,500000,1000000,5000000),
title = "Inflow Trip Count")+
tm_borders(col = "grey")+
tm_layout(legend.title.size = 1,
legend.text.size = 0.6,
frame = TRUE)4.1 Poisson Regression
Since Poisson Regression is based on log and log 0 is undefined, it is important to ensure that no 0 values in the explanatory variables before running the model. We need to transform the zero values so that log transformation can be done correctly for the explanatory variables according to Poisson Regression.
flow_data_morn <- flow_data_morn %>%
mutate_at(vars(ends_with("_count")), ~ ifelse(. == 0, 0.99, .))
flow_data_morn_nov <- flow_data_morn_nov %>%
mutate_at(vars(ends_with("_count")), ~ ifelse(. == 0, 0.99, .))
flow_data_morn_dec <- flow_data_morn_dec %>%
mutate_at(vars(ends_with("_count")), ~ ifelse(. == 0, 0.99, .))
flow_data_morn_jan <- flow_data_morn_jan %>%
mutate_at(vars(ends_with("_count")), ~ ifelse(. == 0, 0.99, .))
flow_data_even <- flow_data_even %>%
mutate_at(vars(ends_with("_count")), ~ ifelse(. == 0, 0.99, .))
flow_data_even_nov <- flow_data_even_nov %>%
mutate_at(vars(ends_with("_count")), ~ ifelse(. == 0, 0.99, .))
flow_data_even_dec <- flow_data_even_dec %>%
mutate_at(vars(ends_with("_count")), ~ ifelse(. == 0, 0.99, .))
flow_data_even_jan <- flow_data_even_jan %>%
mutate_at(vars(ends_with("_count")), ~ ifelse(. == 0, 0.99, .))Applying log() Transformation to Explanatory Variables
flow_data_morn_jan_log <- flow_data_morn_jan %>%
mutate_at(vars(ends_with("_count")), log) %>%
mutate(dist = log(dist))Origin (Production) Constrained Spatial Interaction Model
Next, fit an origin constrained SIM by using the code chunk below.
For origin constrained SIM, only explanatory variables representing the attractiveness at the destinations will be used. This is because such models emphasize the limitations or capacities of the origins rather than the demand or attractiveness of the destinations. The capacity or limitation at the origin sites determines the potential for generating interactions or flows.
Additionally, “-1” is added to the formula to remove the intercept that is inserted by glm into the model by default. Since the origin has already been constrained, the concept of an intercept would not be relevant.
orcSIM_morn_jan <- glm(TOTAL_TRIPS ~ ORIGIN_hex + d_biz_count + d_school_count + d_fin_count + d_hc_count + d_busstop_count + dist - 1,
family = poisson(link = "log"),
data = flow_data_morn_jan_log,
na.action = na.exclude)orcSIM_morn_jan
Call: glm(formula = TOTAL_TRIPS ~ ORIGIN_hex + d_biz_count + d_school_count +
d_fin_count + d_hc_count + d_busstop_count + dist - 1, family = poisson(link = "log"),
data = flow_data_morn_jan_log, na.action = na.exclude)
Coefficients:
ORIGIN_hex118 ORIGIN_hex146 ORIGIN_hex174 ORIGIN_hex175
13.20189 13.09334 11.22326 11.42222
ORIGIN_hex200 ORIGIN_hex201 ORIGIN_hex202 ORIGIN_hex203
12.70172 13.69935 14.72713 13.07198
ORIGIN_hex227 ORIGIN_hex228 ORIGIN_hex229 ORIGIN_hex230
13.19067 13.70042 11.38967 10.91943
ORIGIN_hex231 ORIGIN_hex254 ORIGIN_hex255 ORIGIN_hex256
12.31282 13.90063 12.69028 11.23380
ORIGIN_hex257 ORIGIN_hex258 ORIGIN_hex259 ORIGIN_hex281
12.50451 10.94560 12.48023 13.31705
ORIGIN_hex282 ORIGIN_hex284 ORIGIN_hex285 ORIGIN_hex286
12.19925 11.60798 10.98803 15.22791
ORIGIN_hex312 ORIGIN_hex313 ORIGIN_hex314 ORIGIN_hex336
10.71549 11.94925 12.49565 8.65414
ORIGIN_hex338 ORIGIN_hex339 ORIGIN_hex340 ORIGIN_hex366
13.42748 14.91822 10.77185 14.93131
ORIGIN_hex367 ORIGIN_hex391 ORIGIN_hex392 ORIGIN_hex393
12.01132 10.79168 13.64766 12.56098
ORIGIN_hex394 ORIGIN_hex419 ORIGIN_hex420 ORIGIN_hex445
12.18873 11.05502 10.93746 12.47815
ORIGIN_hex446 ORIGIN_hex447 ORIGIN_hex472 ORIGIN_hex473
13.37971 12.51499 10.00614 10.64309
ORIGIN_hex474 ORIGIN_hex499 ORIGIN_hex500 ORIGIN_hex526
11.52624 11.62619 13.73878 12.15703
ORIGIN_hex527 ORIGIN_hex528 ORIGIN_hex552 ORIGIN_hex553
13.10545 11.30671 11.47895 10.16647
ORIGIN_hex554 ORIGIN_hex555 ORIGIN_hex581 ORIGIN_hex582
12.47120 10.82106 12.23749 12.31029
ORIGIN_hex607 ORIGIN_hex608 ORIGIN_hex609 ORIGIN_hex610
12.53551 11.02123 16.04159 12.29913
ORIGIN_hex611 ORIGIN_hex634 ORIGIN_hex635 ORIGIN_hex636
10.70488 13.72898 11.04473 12.41880
ORIGIN_hex638 ORIGIN_hex661 ORIGIN_hex662 ORIGIN_hex663
12.94552 9.63232 10.90915 11.28430
ORIGIN_hex664 ORIGIN_hex665 ORIGIN_hex689 ORIGIN_hex690
9.74466 13.29701 10.80893 12.30818
ORIGIN_hex692 ORIGIN_hex693 ORIGIN_hex715 ORIGIN_hex716
13.50278 13.42623 13.30090 11.53556
ORIGIN_hex717 ORIGIN_hex718 ORIGIN_hex719 ORIGIN_hex720
12.93080 15.71244 14.11844 12.89918
ORIGIN_hex743 ORIGIN_hex744 ORIGIN_hex745 ORIGIN_hex746
14.50613 12.13498 14.40656 15.08914
ORIGIN_hex747 ORIGIN_hex748 ORIGIN_hex769 ORIGIN_hex770
13.37147 12.01503 10.88793 13.21547
ORIGIN_hex771 ORIGIN_hex772 ORIGIN_hex773 ORIGIN_hex774
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13.65885 14.67220 12.03993 13.48257
ORIGIN_hex2961 ORIGIN_hex2962 ORIGIN_hex2963 ORIGIN_hex2987
13.78997 13.72931 11.47320 11.07624
ORIGIN_hex2988 ORIGIN_hex2989 ORIGIN_hex2990 ORIGIN_hex3015
11.84674 12.11229 11.87229 14.22365
ORIGIN_hex3016 ORIGIN_hex3017 ORIGIN_hex3040 ORIGIN_hex3043
12.85695 10.98757 14.17417 12.77774
ORIGIN_hex3044 ORIGIN_hex3068 ORIGIN_hex3069 ORIGIN_hex3070
12.06119 13.20768 13.97111 11.97870
ORIGIN_hex3072 ORIGIN_hex3092 ORIGIN_hex3098 ORIGIN_hex3123
11.69063 14.99807 13.92473 14.74537
ORIGIN_hex3126 ORIGIN_hex3151 ORIGIN_hex3152 ORIGIN_hex3173
10.20856 13.57800 10.12215 11.93116
ORIGIN_hex3178 ORIGIN_hex3179 ORIGIN_hex3205 ORIGIN_hex3206
13.38087 13.19954 13.51752 14.07166
ORIGIN_hex3232 ORIGIN_hex3233 ORIGIN_hex3286 ORIGIN_hex3308
11.78149 13.02696 12.17413 15.35894
ORIGIN_hex3419 d_biz_count d_school_count d_fin_count
12.21228 0.10861 0.13868 0.41566
d_hc_count d_busstop_count dist
0.03156 0.03666 -1.15136
Degrees of Freedom: 38484 Total (i.e. Null); 37677 Residual
Null Deviance: 271900000
Residual Deviance: 36440000 AIC: 36670000desSIM_morn_jan <- glm(TOTAL_TRIPS ~ DESTIN_hex + o_biz_count + o_school_count + o_fin_count + o_hc_count + o_busstop_count + dist - 1,
family = poisson(link = "log"),
data = flow_data_morn_jan_log,
na.action = na.exclude)desSIM_morn_jan
Call: glm(formula = TOTAL_TRIPS ~ DESTIN_hex + o_biz_count + o_school_count +
o_fin_count + o_hc_count + o_busstop_count + dist - 1, family = poisson(link = "log"),
data = flow_data_morn_jan_log, na.action = na.exclude)
Coefficients:
DESTIN_hex118 DESTIN_hex146 DESTIN_hex174 DESTIN_hex175
11.3945 16.8103 15.9335 14.2297
DESTIN_hex200 DESTIN_hex201 DESTIN_hex202 DESTIN_hex203
13.8455 16.1705 13.9019 14.4919
DESTIN_hex227 DESTIN_hex228 DESTIN_hex229 DESTIN_hex230
10.8512 14.6753 12.5134 14.2326
DESTIN_hex231 DESTIN_hex254 DESTIN_hex255 DESTIN_hex256
11.8026 14.7041 13.6585 15.2846
DESTIN_hex257 DESTIN_hex258 DESTIN_hex259 DESTIN_hex281
12.9280 14.7794 14.1105 12.2196
DESTIN_hex282 DESTIN_hex284 DESTIN_hex285 DESTIN_hex286
12.5346 14.3497 13.5331 13.4190
DESTIN_hex312 DESTIN_hex313 DESTIN_hex314 DESTIN_hex336
10.6690 13.7954 13.5345 13.6464
DESTIN_hex338 DESTIN_hex339 DESTIN_hex340 DESTIN_hex366
13.0346 13.2018 12.7959 11.2646
DESTIN_hex367 DESTIN_hex391 DESTIN_hex392 DESTIN_hex393
13.2180 13.5886 12.7503 14.6103
DESTIN_hex394 DESTIN_hex419 DESTIN_hex420 DESTIN_hex421
10.8530 15.3091 12.4032 12.9123
DESTIN_hex445 DESTIN_hex446 DESTIN_hex447 DESTIN_hex472
14.1371 12.6421 13.5263 9.6055
DESTIN_hex473 DESTIN_hex474 DESTIN_hex499 DESTIN_hex500
13.4339 13.1639 10.5763 14.1047
DESTIN_hex526 DESTIN_hex527 DESTIN_hex528 DESTIN_hex552
13.8933 14.7552 16.8612 13.0073
DESTIN_hex553 DESTIN_hex554 DESTIN_hex555 DESTIN_hex581
11.0814 15.6639 15.0699 13.9229
DESTIN_hex582 DESTIN_hex607 DESTIN_hex608 DESTIN_hex609
12.9779 13.9959 14.4002 14.8885
DESTIN_hex610 DESTIN_hex611 DESTIN_hex634 DESTIN_hex635
13.6940 12.3168 15.0167 12.8274
DESTIN_hex636 DESTIN_hex638 DESTIN_hex661 DESTIN_hex662
12.3537 15.5495 12.4754 15.2171
DESTIN_hex663 DESTIN_hex664 DESTIN_hex665 DESTIN_hex689
13.4891 13.4323 13.4602 14.0106
DESTIN_hex690 DESTIN_hex692 DESTIN_hex693 DESTIN_hex715
14.0048 12.5053 12.6160 14.0210
DESTIN_hex716 DESTIN_hex717 DESTIN_hex718 DESTIN_hex719
12.9325 12.0374 14.2146 13.2121
DESTIN_hex720 DESTIN_hex743 DESTIN_hex744 DESTIN_hex745
13.2376 12.4083 14.4473 13.7594
DESTIN_hex746 DESTIN_hex747 DESTIN_hex748 DESTIN_hex769
13.7098 15.5746 12.1746 13.0985
DESTIN_hex770 DESTIN_hex771 DESTIN_hex772 DESTIN_hex773
13.6488 13.3187 14.7149 12.3630
DESTIN_hex774 DESTIN_hex775 DESTIN_hex776 DESTIN_hex777
12.4633 13.3875 10.8673 12.7655
DESTIN_hex797 DESTIN_hex798 DESTIN_hex799 DESTIN_hex800
13.8821 11.6370 15.1623 13.6035
DESTIN_hex802 DESTIN_hex803 DESTIN_hex805 DESTIN_hex806
11.6881 12.3023 10.6919 13.9138
DESTIN_hex823 DESTIN_hex824 DESTIN_hex825 DESTIN_hex826
14.7039 14.1879 12.5927 15.6359
DESTIN_hex827 DESTIN_hex829 DESTIN_hex833 DESTIN_hex851
13.8317 10.9805 13.1236 11.9148
DESTIN_hex852 DESTIN_hex853 DESTIN_hex854 DESTIN_hex856
13.8973 13.6404 13.6304 9.6737
DESTIN_hex861 DESTIN_hex862 DESTIN_hex878 DESTIN_hex879
12.2589 12.8783 14.3256 14.9622
DESTIN_hex880 DESTIN_hex881 DESTIN_hex888 DESTIN_hex889
12.6943 12.6288 11.1645 12.6152
DESTIN_hex905 DESTIN_hex906 DESTIN_hex907 DESTIN_hex908
12.7625 12.2682 13.5184 13.6153
DESTIN_hex910 DESTIN_hex932 DESTIN_hex933 DESTIN_hex934
14.6843 13.2999 13.3502 13.8761
DESTIN_hex935 DESTIN_hex937 DESTIN_hex959 DESTIN_hex960
14.0492 13.7022 14.9693 13.7449
DESTIN_hex961 DESTIN_hex962 DESTIN_hex986 DESTIN_hex987
13.4594 15.6660 11.5182 13.9008
DESTIN_hex988 DESTIN_hex989 DESTIN_hex991 DESTIN_hex1013
11.9624 13.9628 13.3856 12.9602
DESTIN_hex1014 DESTIN_hex1015 DESTIN_hex1016 DESTIN_hex1042
11.8622 11.2159 13.2381 14.5985
DESTIN_hex1043 DESTIN_hex1045 DESTIN_hex1067 DESTIN_hex1068
13.9715 11.0115 14.8870 11.4387
DESTIN_hex1069 DESTIN_hex1070 DESTIN_hex1071 DESTIN_hex1073
11.6574 13.6811 13.1547 12.3927
DESTIN_hex1078 DESTIN_hex1093 DESTIN_hex1094 DESTIN_hex1095
12.8703 14.1603 12.4316 12.1047
DESTIN_hex1096 DESTIN_hex1097 DESTIN_hex1099 DESTIN_hex1122
13.8816 13.3895 14.1328 13.2876
DESTIN_hex1123 DESTIN_hex1124 DESTIN_hex1125 DESTIN_hex1126
15.2477 13.4673 13.2046 11.1917
DESTIN_hex1127 DESTIN_hex1128 DESTIN_hex1132 DESTIN_hex1147
13.1157 14.0864 15.4129 11.9687
DESTIN_hex1148 DESTIN_hex1149 DESTIN_hex1150 DESTIN_hex1151
13.4197 13.3165 13.7303 13.4080
DESTIN_hex1152 DESTIN_hex1153 DESTIN_hex1154 DESTIN_hex1155
13.3569 13.9623 15.1502 10.5488
DESTIN_hex1158 DESTIN_hex1174 DESTIN_hex1175 DESTIN_hex1176
12.4294 13.9629 14.5278 13.9432
DESTIN_hex1177 DESTIN_hex1178 DESTIN_hex1179 DESTIN_hex1180
13.5715 13.3254 12.8898 11.1287
DESTIN_hex1181 DESTIN_hex1182 DESTIN_hex1183 DESTIN_hex1185
14.2527 13.6422 14.5874 13.4527
DESTIN_hex1201 DESTIN_hex1202 DESTIN_hex1203 DESTIN_hex1205
12.0043 13.5305 14.4590 14.9792
DESTIN_hex1206 DESTIN_hex1207 DESTIN_hex1209 DESTIN_hex1210
13.8298 14.1762 15.2396 13.8383
DESTIN_hex1211 DESTIN_hex1212 DESTIN_hex1228 DESTIN_hex1229
13.1655 12.4057 13.1903 14.0196
DESTIN_hex1230 DESTIN_hex1231 DESTIN_hex1232 DESTIN_hex1233
13.4703 15.4701 13.9083 15.4467
DESTIN_hex1235 DESTIN_hex1236 DESTIN_hex1237 DESTIN_hex1238
14.1002 12.6317 14.4225 11.9098
DESTIN_hex1239 DESTIN_hex1240 DESTIN_hex1255 DESTIN_hex1256
13.6738 10.1967 13.7902 13.6215
DESTIN_hex1257 DESTIN_hex1258 DESTIN_hex1259 DESTIN_hex1261
13.6511 14.8740 13.3939 13.2205
DESTIN_hex1262 DESTIN_hex1263 DESTIN_hex1264 DESTIN_hex1265
13.4087 12.1797 14.1239 11.7079
DESTIN_hex1266 DESTIN_hex1282 DESTIN_hex1283 DESTIN_hex1284
13.3640 13.6034 13.6593 13.2144
DESTIN_hex1285 DESTIN_hex1286 DESTIN_hex1287 DESTIN_hex1288
13.0913 12.3243 12.8438 13.4575
DESTIN_hex1289 DESTIN_hex1293 DESTIN_hex1308 DESTIN_hex1309
14.1662 11.6716 11.8862 14.1506
DESTIN_hex1310 DESTIN_hex1311 DESTIN_hex1312 DESTIN_hex1314
15.2957 14.5239 12.1798 13.8606
DESTIN_hex1315 DESTIN_hex1316 DESTIN_hex1318 DESTIN_hex1319
14.9416 13.2390 11.8784 16.5711
DESTIN_hex1320 DESTIN_hex1335 DESTIN_hex1336 DESTIN_hex1337
13.3271 11.3404 13.6637 13.4340
DESTIN_hex1339 DESTIN_hex1340 DESTIN_hex1341 DESTIN_hex1342
13.1902 12.0657 12.7264 13.2304
DESTIN_hex1343 DESTIN_hex1347 DESTIN_hex1348 DESTIN_hex1362
13.0954 12.7141 14.6476 13.4280
DESTIN_hex1363 DESTIN_hex1364 DESTIN_hex1366 DESTIN_hex1367
13.5328 13.1627 13.2957 11.7791
DESTIN_hex1368 DESTIN_hex1369 DESTIN_hex1370 DESTIN_hex1372
14.4955 13.6648 13.8490 12.5579
DESTIN_hex1374 DESTIN_hex1375 DESTIN_hex1389 DESTIN_hex1390
13.6641 14.3104 13.6094 13.3608
DESTIN_hex1391 DESTIN_hex1392 DESTIN_hex1394 DESTIN_hex1396
13.9611 12.5295 13.0263 12.4328
DESTIN_hex1397 DESTIN_hex1401 DESTIN_hex1402 DESTIN_hex1416
13.7456 14.8767 13.7464 12.0765
DESTIN_hex1417 DESTIN_hex1418 DESTIN_hex1419 DESTIN_hex1420
12.8464 12.3354 15.6755 14.6400
DESTIN_hex1422 DESTIN_hex1423 DESTIN_hex1426 DESTIN_hex1428
13.1047 13.6058 13.6410 13.9183
DESTIN_hex1429 DESTIN_hex1443 DESTIN_hex1444 DESTIN_hex1445
13.2036 13.8125 14.1620 13.6948
DESTIN_hex1446 DESTIN_hex1447 DESTIN_hex1455 DESTIN_hex1456
12.2689 13.3882 12.6872 13.9720
DESTIN_hex1457 DESTIN_hex1469 DESTIN_hex1470 DESTIN_hex1471
11.2195 14.1784 14.2988 13.7042
DESTIN_hex1472 DESTIN_hex1480 DESTIN_hex1482 DESTIN_hex1483
12.7725 10.7482 16.2566 14.6159
DESTIN_hex1496 DESTIN_hex1497 DESTIN_hex1498 DESTIN_hex1499
12.2314 13.7547 13.2438 13.4137
DESTIN_hex1500 DESTIN_hex1501 DESTIN_hex1507 DESTIN_hex1509
11.0782 12.4302 14.9635 12.6676
DESTIN_hex1510 DESTIN_hex1511 DESTIN_hex1523 DESTIN_hex1524
15.2631 12.5406 12.8216 13.8705
DESTIN_hex1525 DESTIN_hex1526 DESTIN_hex1527 DESTIN_hex1534
14.3609 11.7573 11.2943 11.5890
DESTIN_hex1535 DESTIN_hex1536 DESTIN_hex1537 DESTIN_hex1550
7.9383 13.9487 13.8730 14.1263
DESTIN_hex1551 DESTIN_hex1552 DESTIN_hex1553 DESTIN_hex1554
13.2048 12.1171 13.1765 12.2486
DESTIN_hex1555 DESTIN_hex1562 DESTIN_hex1563 DESTIN_hex1564
12.2079 13.1084 14.0883 14.0865
DESTIN_hex1565 DESTIN_hex1576 DESTIN_hex1578 DESTIN_hex1579
15.1598 13.3227 11.8166 14.4891
DESTIN_hex1581 DESTIN_hex1588 DESTIN_hex1590 DESTIN_hex1591
13.2367 12.1398 14.5358 14.2509
DESTIN_hex1592 DESTIN_hex1604 DESTIN_hex1605 DESTIN_hex1606
13.3976 14.7953 13.5797 13.5601
DESTIN_hex1607 DESTIN_hex1616 DESTIN_hex1617 DESTIN_hex1618
12.0099 12.5025 12.1974 15.0579
DESTIN_hex1619 DESTIN_hex1620 DESTIN_hex1630 DESTIN_hex1631
14.0223 13.8563 11.9991 13.5156
DESTIN_hex1632 DESTIN_hex1633 DESTIN_hex1634 DESTIN_hex1635
13.0198 11.7210 13.3365 13.7230
DESTIN_hex1642 DESTIN_hex1644 DESTIN_hex1645 DESTIN_hex1646
10.1568 14.6458 14.0228 14.2697
DESTIN_hex1647 DESTIN_hex1658 DESTIN_hex1659 DESTIN_hex1660
14.0343 13.1880 13.8071 13.0937
DESTIN_hex1661 DESTIN_hex1662 DESTIN_hex1669 DESTIN_hex1670
11.8361 12.7079 9.6920 13.4623
DESTIN_hex1672 DESTIN_hex1673 DESTIN_hex1674 DESTIN_hex1684
14.2915 15.6812 14.2046 13.4626
DESTIN_hex1685 DESTIN_hex1686 DESTIN_hex1687 DESTIN_hex1688
13.1922 13.6886 12.5444 12.6446
DESTIN_hex1689 DESTIN_hex1695 DESTIN_hex1699 DESTIN_hex1700
11.8531 11.5480 13.7156 13.6532
DESTIN_hex1701 DESTIN_hex1712 DESTIN_hex1713 DESTIN_hex1714
14.4362 12.5773 14.0128 12.6606
DESTIN_hex1716 DESTIN_hex1717 DESTIN_hex1723 DESTIN_hex1726
13.2089 11.2371 12.0347 13.5681
DESTIN_hex1727 DESTIN_hex1728 DESTIN_hex1737 DESTIN_hex1738
14.3827 14.6241 12.4263 13.3865
DESTIN_hex1739 DESTIN_hex1740 DESTIN_hex1741 DESTIN_hex1743
14.6508 12.8144 13.3508 12.0514
DESTIN_hex1744 DESTIN_hex1748 DESTIN_hex1749 DESTIN_hex1753
10.8848 11.5980 12.3541 14.9806
DESTIN_hex1754 DESTIN_hex1764 DESTIN_hex1765 DESTIN_hex1766
13.9446 11.6480 14.4058 13.6287
DESTIN_hex1767 DESTIN_hex1768 DESTIN_hex1770 DESTIN_hex1771
13.4916 11.8583 11.9827 11.2969
DESTIN_hex1776 DESTIN_hex1777 DESTIN_hex1778 DESTIN_hex1780
14.0179 13.2484 12.1699 12.5041
DESTIN_hex1781 DESTIN_hex1792 DESTIN_hex1793 DESTIN_hex1794
13.7960 12.6990 14.3921 13.1541
DESTIN_hex1795 DESTIN_hex1796 DESTIN_hex1798 DESTIN_hex1800
13.1300 14.3351 10.3002 12.7716
DESTIN_hex1802 DESTIN_hex1804 DESTIN_hex1805 DESTIN_hex1806
12.7463 11.4006 12.4499 13.0395
DESTIN_hex1807 DESTIN_hex1808 DESTIN_hex1818 DESTIN_hex1820
12.7992 12.5550 13.7116 13.1374
DESTIN_hex1821 DESTIN_hex1822 DESTIN_hex1823 DESTIN_hex1824
14.3226 13.1986 12.6709 14.3778
DESTIN_hex1827 DESTIN_hex1828 DESTIN_hex1829 DESTIN_hex1831
12.9457 13.0253 14.0894 12.5302
DESTIN_hex1833 DESTIN_hex1834 DESTIN_hex1835 DESTIN_hex1846
14.3051 14.5798 12.9235 11.0169
DESTIN_hex1847 DESTIN_hex1848 DESTIN_hex1850 DESTIN_hex1852
12.6737 12.6173 13.9007 10.8967
DESTIN_hex1853 DESTIN_hex1854 DESTIN_hex1855 DESTIN_hex1856
13.7059 13.3990 11.8533 9.9556
DESTIN_hex1857 DESTIN_hex1858 DESTIN_hex1859 DESTIN_hex1860
10.9965 12.4239 13.2079 13.7524
DESTIN_hex1861 DESTIN_hex1862 DESTIN_hex1874 DESTIN_hex1875
13.2023 11.9624 13.4054 12.6134
DESTIN_hex1877 DESTIN_hex1878 DESTIN_hex1879 DESTIN_hex1881
13.8031 13.7337 12.7227 8.6582
DESTIN_hex1882 DESTIN_hex1883 DESTIN_hex1884 DESTIN_hex1886
14.1347 12.7129 12.4042 15.5700
DESTIN_hex1887 DESTIN_hex1888 DESTIN_hex1889 DESTIN_hex1890
15.7323 12.8626 9.5260 12.8600
DESTIN_hex1900 DESTIN_hex1901 DESTIN_hex1902 DESTIN_hex1904
11.5891 14.7468 12.9973 13.5868
DESTIN_hex1905 DESTIN_hex1906 DESTIN_hex1907 DESTIN_hex1908
13.0966 13.0734 13.4908 12.9786
DESTIN_hex1909 DESTIN_hex1910 DESTIN_hex1912 DESTIN_hex1913
13.6113 12.5630 10.5257 13.7524
DESTIN_hex1914 DESTIN_hex1916 DESTIN_hex1928 DESTIN_hex1931
14.2767 13.2210 12.1565 13.3219
DESTIN_hex1932 DESTIN_hex1933 DESTIN_hex1934 DESTIN_hex1935
14.2068 14.0565 12.8231 12.9796
DESTIN_hex1936 DESTIN_hex1937 DESTIN_hex1940 DESTIN_hex1941
13.4770 13.7080 13.7274 12.9377
DESTIN_hex1942 DESTIN_hex1956 DESTIN_hex1958 DESTIN_hex1959
14.8060 12.5761 13.2117 13.6438
DESTIN_hex1960 DESTIN_hex1961 DESTIN_hex1962 DESTIN_hex1963
13.8650 15.1667 13.3226 13.2422
DESTIN_hex1964 DESTIN_hex1967 DESTIN_hex1968 DESTIN_hex1985
14.0996 14.2153 14.2727 13.5199
DESTIN_hex1986 DESTIN_hex1987 DESTIN_hex1988 DESTIN_hex1989
12.7262 15.0961 12.8103 13.2272
DESTIN_hex1990 DESTIN_hex1991 DESTIN_hex1992 DESTIN_hex1994
15.2396 13.9871 15.0704 11.8018
DESTIN_hex1995 DESTIN_hex2011 DESTIN_hex2012 DESTIN_hex2013
13.7114 14.5125 13.5706 13.5092
DESTIN_hex2014 DESTIN_hex2015 DESTIN_hex2016 DESTIN_hex2017
13.4380 13.6135 13.5717 13.9404
DESTIN_hex2021 DESTIN_hex2039 DESTIN_hex2040 DESTIN_hex2041
12.8714 13.5765 13.1415 13.9714
DESTIN_hex2042 DESTIN_hex2043 DESTIN_hex2044 DESTIN_hex2046
13.3666 13.8333 13.4567 12.9725
DESTIN_hex2047 DESTIN_hex2049 DESTIN_hex2064 DESTIN_hex2066
13.1752 11.7674 13.6911 13.2421
DESTIN_hex2067 DESTIN_hex2068 DESTIN_hex2069 DESTIN_hex2070
13.0200 13.4438 11.8850 13.4040
DESTIN_hex2071 DESTIN_hex2072 DESTIN_hex2073 DESTIN_hex2092
15.2555 10.6187 9.7686 13.5636
DESTIN_hex2094 DESTIN_hex2095 DESTIN_hex2096 DESTIN_hex2097
13.4777 14.2786 12.5317 13.1142
DESTIN_hex2098 DESTIN_hex2101 DESTIN_hex2102 DESTIN_hex2120
13.3123 13.2088 13.0470 14.5425
DESTIN_hex2121 DESTIN_hex2122 DESTIN_hex2123 DESTIN_hex2124
13.9926 11.4348 12.5857 12.9995
DESTIN_hex2125 DESTIN_hex2126 DESTIN_hex2128 DESTIN_hex2129
14.5384 12.2451 11.8989 12.8071
DESTIN_hex2146 DESTIN_hex2147 DESTIN_hex2148 DESTIN_hex2149
12.8465 14.0754 13.9985 14.2438
DESTIN_hex2150 DESTIN_hex2151 DESTIN_hex2152 DESTIN_hex2153
11.8753 12.1934 14.2334 13.1575
DESTIN_hex2154 DESTIN_hex2155 DESTIN_hex2172 DESTIN_hex2174
12.3190 12.1840 12.8111 12.3976
DESTIN_hex2175 DESTIN_hex2176 DESTIN_hex2177 DESTIN_hex2178
14.5177 13.6586 15.0433 12.1886
DESTIN_hex2179 DESTIN_hex2180 DESTIN_hex2181 DESTIN_hex2182
14.1259 13.4512 13.8789 12.4131
DESTIN_hex2200 DESTIN_hex2201 DESTIN_hex2202 DESTIN_hex2203
13.7590 13.4900 14.3003 13.6637
DESTIN_hex2204 DESTIN_hex2205 DESTIN_hex2206 DESTIN_hex2207
13.9309 13.2037 13.9737 13.1866
DESTIN_hex2208 DESTIN_hex2209 DESTIN_hex2227 DESTIN_hex2228
13.4165 12.2996 12.8405 13.8410
DESTIN_hex2229 DESTIN_hex2230 DESTIN_hex2231 DESTIN_hex2233
13.9487 13.6259 12.9190 14.0932
DESTIN_hex2234 DESTIN_hex2235 DESTIN_hex2254 DESTIN_hex2255
9.7766 12.0997 13.2871 13.1440
DESTIN_hex2256 DESTIN_hex2257 DESTIN_hex2258 DESTIN_hex2259
13.1739 13.9012 12.4228 12.3300
DESTIN_hex2260 DESTIN_hex2261 DESTIN_hex2262 DESTIN_hex2281
13.2643 13.4979 12.6110 12.9241
DESTIN_hex2282 DESTIN_hex2283 DESTIN_hex2284 DESTIN_hex2285
14.2572 13.0342 13.8287 13.8584
DESTIN_hex2286 DESTIN_hex2287 DESTIN_hex2288 DESTIN_hex2308
12.8893 14.0686 12.0884 12.7490
DESTIN_hex2309 DESTIN_hex2310 DESTIN_hex2311 DESTIN_hex2312
13.9970 13.5797 14.2365 12.8593
DESTIN_hex2313 DESTIN_hex2314 DESTIN_hex2315 DESTIN_hex2316
14.9929 14.4149 13.5987 13.6101
DESTIN_hex2317 DESTIN_hex2335 DESTIN_hex2336 DESTIN_hex2337
10.7871 13.1662 14.1296 14.0838
DESTIN_hex2338 DESTIN_hex2339 DESTIN_hex2340 DESTIN_hex2341
13.4680 13.9127 13.5105 14.1403
DESTIN_hex2342 DESTIN_hex2343 DESTIN_hex2362 DESTIN_hex2363
13.0961 13.0319 12.4832 12.8779
DESTIN_hex2364 DESTIN_hex2365 DESTIN_hex2366 DESTIN_hex2367
14.0424 14.5879 14.1155 13.6206
DESTIN_hex2368 DESTIN_hex2369 DESTIN_hex2370 DESTIN_hex2371
14.6860 14.6835 15.0438 13.1433
DESTIN_hex2389 DESTIN_hex2390 DESTIN_hex2391 DESTIN_hex2392
13.2115 14.3354 13.7586 13.8859
DESTIN_hex2393 DESTIN_hex2394 DESTIN_hex2395 DESTIN_hex2396
13.9571 11.9481 13.7798 13.5714
DESTIN_hex2397 DESTIN_hex2398 DESTIN_hex2416 DESTIN_hex2417
12.5695 13.0507 12.8510 12.5960
DESTIN_hex2418 DESTIN_hex2419 DESTIN_hex2420 DESTIN_hex2422
13.5184 14.5068 12.5757 12.9599
DESTIN_hex2423 DESTIN_hex2424 DESTIN_hex2425 DESTIN_hex2426
12.6744 14.3211 15.2228 11.4466
DESTIN_hex2443 DESTIN_hex2444 DESTIN_hex2445 DESTIN_hex2448
14.2726 13.9195 14.2025 14.0290
DESTIN_hex2449 DESTIN_hex2450 DESTIN_hex2451 DESTIN_hex2452
13.1388 13.1578 14.7505 12.3285
DESTIN_hex2471 DESTIN_hex2472 DESTIN_hex2473 DESTIN_hex2476
12.8688 13.1303 14.2144 13.5103
DESTIN_hex2478 DESTIN_hex2479 DESTIN_hex2480 DESTIN_hex2497
13.4770 12.3047 12.2055 13.3806
DESTIN_hex2498 DESTIN_hex2499 DESTIN_hex2500 DESTIN_hex2503
11.8992 12.4848 11.4497 10.8267
DESTIN_hex2504 DESTIN_hex2505 DESTIN_hex2507 DESTIN_hex2525
12.3775 13.4938 13.2852 12.7491
DESTIN_hex2526 DESTIN_hex2527 DESTIN_hex2531 DESTIN_hex2532
13.8812 13.8637 13.0255 13.2499
DESTIN_hex2533 DESTIN_hex2551 DESTIN_hex2552 DESTIN_hex2553
12.2317 13.9518 12.9144 12.9431
DESTIN_hex2554 DESTIN_hex2557 DESTIN_hex2559 DESTIN_hex2579
12.3572 14.0145 12.3499 12.9820
DESTIN_hex2580 DESTIN_hex2581 DESTIN_hex2584 DESTIN_hex2605
13.8011 13.1511 11.8718 11.7863
DESTIN_hex2606 DESTIN_hex2607 DESTIN_hex2608 DESTIN_hex2609
12.5519 13.7434 13.1212 11.8363
DESTIN_hex2610 DESTIN_hex2611 DESTIN_hex2633 DESTIN_hex2634
11.9555 13.6228 12.9920 15.3451
DESTIN_hex2635 DESTIN_hex2636 DESTIN_hex2637 DESTIN_hex2638
12.9173 13.4701 12.5763 13.5944
DESTIN_hex2660 DESTIN_hex2661 DESTIN_hex2662 DESTIN_hex2663
12.9251 13.7092 12.9374 14.2385
DESTIN_hex2664 DESTIN_hex2665 DESTIN_hex2687 DESTIN_hex2688
13.0015 14.8216 12.4246 13.2303
DESTIN_hex2689 DESTIN_hex2690 DESTIN_hex2691 DESTIN_hex2693
14.3009 14.2833 13.3935 14.0496
DESTIN_hex2714 DESTIN_hex2715 DESTIN_hex2716 DESTIN_hex2717
12.4477 13.2068 11.9023 13.8550
DESTIN_hex2718 DESTIN_hex2719 DESTIN_hex2742 DESTIN_hex2743
12.8316 13.3514 13.8379 13.8989
DESTIN_hex2744 DESTIN_hex2745 DESTIN_hex2746 DESTIN_hex2747
14.4275 14.4677 12.1291 13.8727
DESTIN_hex2768 DESTIN_hex2769 DESTIN_hex2770 DESTIN_hex2771
13.6953 14.5421 14.1612 15.4858
DESTIN_hex2772 DESTIN_hex2773 DESTIN_hex2795 DESTIN_hex2796
12.2559 13.1227 13.3481 9.2748
DESTIN_hex2797 DESTIN_hex2798 DESTIN_hex2799 DESTIN_hex2800
13.6826 12.2559 13.4771 14.6513
DESTIN_hex2801 DESTIN_hex2822 DESTIN_hex2823 DESTIN_hex2824
11.7239 11.8493 13.4126 13.9166
DESTIN_hex2825 DESTIN_hex2826 DESTIN_hex2827 DESTIN_hex2850
13.7060 13.5753 15.4188 12.3239
DESTIN_hex2851 DESTIN_hex2852 DESTIN_hex2853 DESTIN_hex2854
14.8842 13.1111 14.9197 13.8224
DESTIN_hex2877 DESTIN_hex2878 DESTIN_hex2879 DESTIN_hex2880
13.0461 13.9566 13.7919 13.0819
DESTIN_hex2881 DESTIN_hex2905 DESTIN_hex2906 DESTIN_hex2907
13.1206 13.9826 13.4416 12.9570
DESTIN_hex2908 DESTIN_hex2909 DESTIN_hex2931 DESTIN_hex2932
13.7013 12.6695 14.0643 11.6800
DESTIN_hex2933 DESTIN_hex2934 DESTIN_hex2959 DESTIN_hex2960
14.4355 13.2129 14.0803 15.6263
DESTIN_hex2961 DESTIN_hex2962 DESTIN_hex2963 DESTIN_hex2987
13.3369 13.8997 12.7523 12.9781
DESTIN_hex2988 DESTIN_hex2989 DESTIN_hex2990 DESTIN_hex3015
11.4311 13.8770 14.2282 13.0981
DESTIN_hex3016 DESTIN_hex3017 DESTIN_hex3040 DESTIN_hex3043
13.3934 13.3102 14.4035 13.5838
DESTIN_hex3044 DESTIN_hex3068 DESTIN_hex3069 DESTIN_hex3070
13.1546 12.8439 14.4420 13.3284
DESTIN_hex3072 DESTIN_hex3092 DESTIN_hex3098 DESTIN_hex3123
11.5923 13.8009 13.5305 15.2018
DESTIN_hex3126 DESTIN_hex3151 DESTIN_hex3152 DESTIN_hex3173
10.5858 15.2145 11.0133 13.4267
DESTIN_hex3178 DESTIN_hex3179 DESTIN_hex3205 DESTIN_hex3206
13.9030 13.8122 13.8542 14.7712
DESTIN_hex3232 DESTIN_hex3233 DESTIN_hex3286 DESTIN_hex3308
14.6082 14.5107 12.2417 14.6999
DESTIN_hex3419 o_biz_count o_school_count o_fin_count
14.1574 -0.1478 0.1042 0.1140
o_hc_count o_busstop_count dist
0.2321 0.5184 -1.1599
Degrees of Freedom: 38484 Total (i.e. Null); 37673 Residual
Null Deviance: 271900000
Residual Deviance: 34900000 AIC: 35130000dbcSIM_morn_jan <- glm(formula = TOTAL_TRIPS ~
ORIGIN_hex +
DESTIN_hex +
dist,
family = poisson(link = "log"),
data = flow_data_morn_jan_log,
na.action = na.exclude)dbcSIM_morn_jan
Call: glm(formula = TOTAL_TRIPS ~ ORIGIN_hex + DESTIN_hex + dist, family = poisson(link = "log"),
data = flow_data_morn_jan_log, na.action = na.exclude)
Coefficients:
(Intercept) ORIGIN_hex146 ORIGIN_hex174 ORIGIN_hex175 ORIGIN_hex200
10.980818 2.534880 0.824098 0.934860 2.177427
ORIGIN_hex201 ORIGIN_hex202 ORIGIN_hex203 ORIGIN_hex227 ORIGIN_hex228
2.409531 3.897737 1.115566 2.495230 0.769795
ORIGIN_hex229 ORIGIN_hex230 ORIGIN_hex231 ORIGIN_hex254 ORIGIN_hex255
1.409318 -0.807101 1.853842 2.081461 3.049088
ORIGIN_hex256 ORIGIN_hex257 ORIGIN_hex258 ORIGIN_hex259 ORIGIN_hex281
-0.876508 2.245835 -0.404683 1.884094 1.900806
ORIGIN_hex282 ORIGIN_hex284 ORIGIN_hex285 ORIGIN_hex286 ORIGIN_hex312
1.440043 0.962218 0.304500 4.359779 1.523806
ORIGIN_hex313 ORIGIN_hex314 ORIGIN_hex336 ORIGIN_hex338 ORIGIN_hex339
1.352029 1.849177 -0.722486 3.152546 4.225376
ORIGIN_hex340 ORIGIN_hex366 ORIGIN_hex367 ORIGIN_hex391 ORIGIN_hex392
-0.160605 4.904959 1.480031 -1.082619 3.436352
ORIGIN_hex393 ORIGIN_hex394 ORIGIN_hex419 ORIGIN_hex420 ORIGIN_hex445
2.223218 1.743795 0.595773 1.042364 2.743020
ORIGIN_hex446 ORIGIN_hex447 ORIGIN_hex472 ORIGIN_hex473 ORIGIN_hex474
3.206061 2.230915 0.075563 -0.010086 1.019169
ORIGIN_hex499 ORIGIN_hex500 ORIGIN_hex526 ORIGIN_hex527 ORIGIN_hex528
1.134308 2.966763 2.059018 2.906523 0.750252
ORIGIN_hex552 ORIGIN_hex553 ORIGIN_hex554 ORIGIN_hex555 ORIGIN_hex581
0.857608 -0.762728 2.257885 0.380215 1.820827
ORIGIN_hex582 ORIGIN_hex607 ORIGIN_hex608 ORIGIN_hex609 ORIGIN_hex610
1.985641 1.287073 0.171083 5.157122 1.536126
ORIGIN_hex611 ORIGIN_hex634 ORIGIN_hex635 ORIGIN_hex636 ORIGIN_hex638
0.396762 3.193320 0.042185 1.597294 2.079796
ORIGIN_hex661 ORIGIN_hex662 ORIGIN_hex663 ORIGIN_hex664 ORIGIN_hex665
-1.652020 -0.746465 0.776143 -0.692017 2.329515
ORIGIN_hex689 ORIGIN_hex690 ORIGIN_hex692 ORIGIN_hex693 ORIGIN_hex715
-0.162317 1.890917 2.554858 1.515851 2.022276
ORIGIN_hex716 ORIGIN_hex717 ORIGIN_hex718 ORIGIN_hex719 ORIGIN_hex720
1.001410 2.331499 5.373349 2.045504 3.071603
ORIGIN_hex743 ORIGIN_hex744 ORIGIN_hex745 ORIGIN_hex746 ORIGIN_hex747
3.655058 1.890211 4.059309 4.568352 2.345477
ORIGIN_hex748 ORIGIN_hex769 ORIGIN_hex770 ORIGIN_hex771 ORIGIN_hex772
1.478670 0.418546 2.302033 2.238296 4.369100
ORIGIN_hex773 ORIGIN_hex774 ORIGIN_hex775 ORIGIN_hex777 ORIGIN_hex797
3.980779 2.510794 3.397433 1.647676 0.952309
ORIGIN_hex799 ORIGIN_hex800 ORIGIN_hex802 ORIGIN_hex803 ORIGIN_hex805
4.852310 5.688945 1.036043 1.199735 1.892102
ORIGIN_hex806 ORIGIN_hex823 ORIGIN_hex824 ORIGIN_hex825 ORIGIN_hex826
2.584054 2.494711 1.028400 2.966826 5.515282
ORIGIN_hex827 ORIGIN_hex829 ORIGIN_hex833 ORIGIN_hex851 ORIGIN_hex852
4.441593 -0.242514 -1.299497 -0.506321 0.936148
ORIGIN_hex853 ORIGIN_hex854 ORIGIN_hex856 ORIGIN_hex861 ORIGIN_hex862
2.833085 3.711338 -0.412673 1.057568 1.105572
ORIGIN_hex878 ORIGIN_hex879 ORIGIN_hex880 ORIGIN_hex881 ORIGIN_hex888
0.886843 1.771735 3.494876 3.064215 2.302543
ORIGIN_hex889 ORIGIN_hex905 ORIGIN_hex906 ORIGIN_hex907 ORIGIN_hex908
2.175533 0.255213 0.718530 1.765841 5.193164
ORIGIN_hex910 ORIGIN_hex932 ORIGIN_hex933 ORIGIN_hex934 ORIGIN_hex935
1.980329 2.185409 2.064911 3.053577 4.332806
ORIGIN_hex937 ORIGIN_hex959 ORIGIN_hex960 ORIGIN_hex961 ORIGIN_hex962
3.502581 2.419808 3.237208 4.131943 4.708145
ORIGIN_hex986 ORIGIN_hex987 ORIGIN_hex988 ORIGIN_hex989 ORIGIN_hex991
-0.594869 4.865184 3.838557 4.955152 0.836652
ORIGIN_hex1013 ORIGIN_hex1014 ORIGIN_hex1015 ORIGIN_hex1016 ORIGIN_hex1042
1.081226 2.674467 4.317390 3.397214 3.103784
ORIGIN_hex1043 ORIGIN_hex1045 ORIGIN_hex1067 ORIGIN_hex1068 ORIGIN_hex1069
4.384150 2.057127 2.530352 2.643675 1.619216
ORIGIN_hex1070 ORIGIN_hex1071 ORIGIN_hex1073 ORIGIN_hex1078 ORIGIN_hex1093
4.331561 3.425493 2.685057 0.263353 0.364006
ORIGIN_hex1094 ORIGIN_hex1095 ORIGIN_hex1096 ORIGIN_hex1097 ORIGIN_hex1099
3.707053 1.122284 4.486743 3.854270 5.312180
ORIGIN_hex1122 ORIGIN_hex1123 ORIGIN_hex1124 ORIGIN_hex1125 ORIGIN_hex1126
4.819235 4.598302 4.340627 4.817122 4.232577
ORIGIN_hex1127 ORIGIN_hex1128 ORIGIN_hex1132 ORIGIN_hex1147 ORIGIN_hex1148
5.084054 5.139098 -0.575178 1.161976 3.017361
ORIGIN_hex1149 ORIGIN_hex1150 ORIGIN_hex1151 ORIGIN_hex1152 ORIGIN_hex1153
2.685242 4.931409 4.592692 4.664510 5.444633
ORIGIN_hex1154 ORIGIN_hex1155 ORIGIN_hex1158 ORIGIN_hex1174 ORIGIN_hex1175
4.849996 1.990201 1.589374 1.457195 1.698756
ORIGIN_hex1176 ORIGIN_hex1177 ORIGIN_hex1178 ORIGIN_hex1179 ORIGIN_hex1180
3.366514 2.273473 4.509007 3.796817 4.054698
ORIGIN_hex1181 ORIGIN_hex1182 ORIGIN_hex1183 ORIGIN_hex1185 ORIGIN_hex1201
4.498678 4.670366 4.459690 0.840194 -0.156348
ORIGIN_hex1202 ORIGIN_hex1203 ORIGIN_hex1205 ORIGIN_hex1206 ORIGIN_hex1207
3.682691 2.347199 5.023768 4.713589 4.341518
ORIGIN_hex1209 ORIGIN_hex1210 ORIGIN_hex1211 ORIGIN_hex1212 ORIGIN_hex1228
4.769949 1.195674 1.305209 0.627593 -0.194014
ORIGIN_hex1229 ORIGIN_hex1230 ORIGIN_hex1231 ORIGIN_hex1232 ORIGIN_hex1233
1.412278 3.888556 4.437546 4.539968 3.290813
ORIGIN_hex1235 ORIGIN_hex1236 ORIGIN_hex1237 ORIGIN_hex1238 ORIGIN_hex1239
4.527561 3.622469 3.039277 0.299721 -1.170510
ORIGIN_hex1255 ORIGIN_hex1256 ORIGIN_hex1257 ORIGIN_hex1258 ORIGIN_hex1259
3.229250 3.273177 1.587700 3.495813 4.265789
ORIGIN_hex1261 ORIGIN_hex1262 ORIGIN_hex1263 ORIGIN_hex1264 ORIGIN_hex1265
4.216923 4.527312 2.179231 2.045504 0.607466
ORIGIN_hex1266 ORIGIN_hex1282 ORIGIN_hex1283 ORIGIN_hex1284 ORIGIN_hex1285
1.580070 3.890216 3.844509 3.540902 1.952178
ORIGIN_hex1286 ORIGIN_hex1287 ORIGIN_hex1288 ORIGIN_hex1289 ORIGIN_hex1293
3.977757 3.731473 1.413760 4.667309 1.060849
ORIGIN_hex1308 ORIGIN_hex1309 ORIGIN_hex1310 ORIGIN_hex1311 ORIGIN_hex1312
2.578533 4.856008 5.502309 1.490211 1.932177
ORIGIN_hex1314 ORIGIN_hex1315 ORIGIN_hex1316 ORIGIN_hex1318 ORIGIN_hex1319
3.487597 4.759817 4.289367 2.250716 3.924994
ORIGIN_hex1320 ORIGIN_hex1335 ORIGIN_hex1336 ORIGIN_hex1337 ORIGIN_hex1338
3.473655 -1.018914 3.050473 4.351809 -0.319364
ORIGIN_hex1339 ORIGIN_hex1340 ORIGIN_hex1341 ORIGIN_hex1342 ORIGIN_hex1343
2.459803 2.093102 3.595312 2.902019 4.837947
ORIGIN_hex1347 ORIGIN_hex1348 ORIGIN_hex1362 ORIGIN_hex1363 ORIGIN_hex1364
0.033468 5.379167 2.759428 3.624323 3.534140
ORIGIN_hex1366 ORIGIN_hex1367 ORIGIN_hex1368 ORIGIN_hex1369 ORIGIN_hex1370
3.405029 1.658552 2.721627 4.916971 5.603169
ORIGIN_hex1372 ORIGIN_hex1374 ORIGIN_hex1375 ORIGIN_hex1389 ORIGIN_hex1390
0.097565 3.278132 6.611089 2.851857 0.865114
ORIGIN_hex1391 ORIGIN_hex1392 ORIGIN_hex1394 ORIGIN_hex1396 ORIGIN_hex1397
2.833092 3.134297 3.135025 4.385814 4.282080
ORIGIN_hex1401 ORIGIN_hex1402 ORIGIN_hex1416 ORIGIN_hex1417 ORIGIN_hex1418
4.637416 4.919240 -0.391964 1.526110 2.530784
ORIGIN_hex1419 ORIGIN_hex1420 ORIGIN_hex1422 ORIGIN_hex1423 ORIGIN_hex1426
2.139970 3.920001 2.153528 5.228645 2.360671
ORIGIN_hex1428 ORIGIN_hex1429 ORIGIN_hex1443 ORIGIN_hex1444 ORIGIN_hex1445
3.900522 4.331370 1.785651 0.825941 3.866712
ORIGIN_hex1446 ORIGIN_hex1447 ORIGIN_hex1455 ORIGIN_hex1456 ORIGIN_hex1457
1.842424 4.741014 4.138092 4.622037 0.559967
ORIGIN_hex1469 ORIGIN_hex1470 ORIGIN_hex1471 ORIGIN_hex1472 ORIGIN_hex1480
3.872240 3.518348 4.387514 2.503391 0.495410
ORIGIN_hex1482 ORIGIN_hex1483 ORIGIN_hex1496 ORIGIN_hex1497 ORIGIN_hex1498
5.834063 4.231825 2.025275 0.251268 2.534551
ORIGIN_hex1499 ORIGIN_hex1500 ORIGIN_hex1501 ORIGIN_hex1507 ORIGIN_hex1509
4.039730 2.057950 3.064937 1.256701 3.034660
ORIGIN_hex1510 ORIGIN_hex1511 ORIGIN_hex1523 ORIGIN_hex1524 ORIGIN_hex1525
4.192265 2.186226 2.261842 1.813439 4.056804
ORIGIN_hex1526 ORIGIN_hex1527 ORIGIN_hex1534 ORIGIN_hex1535 ORIGIN_hex1536
2.179619 1.942516 -0.298515 -1.039585 4.537005
ORIGIN_hex1537 ORIGIN_hex1550 ORIGIN_hex1551 ORIGIN_hex1552 ORIGIN_hex1553
4.041584 2.700557 2.809404 1.203969 3.384773
ORIGIN_hex1554 ORIGIN_hex1555 ORIGIN_hex1562 ORIGIN_hex1563 ORIGIN_hex1564
2.759604 2.010867 2.220719 4.487682 4.964105
ORIGIN_hex1565 ORIGIN_hex1576 ORIGIN_hex1578 ORIGIN_hex1579 ORIGIN_hex1581
3.910876 1.951382 2.513369 4.349064 3.121255
ORIGIN_hex1588 ORIGIN_hex1590 ORIGIN_hex1591 ORIGIN_hex1592 ORIGIN_hex1604
0.072135 4.931211 4.554445 0.792886 2.585754
ORIGIN_hex1605 ORIGIN_hex1606 ORIGIN_hex1607 ORIGIN_hex1616 ORIGIN_hex1617
3.662753 2.989594 2.460610 1.721642 3.785801
ORIGIN_hex1618 ORIGIN_hex1619 ORIGIN_hex1620 ORIGIN_hex1630 ORIGIN_hex1631
5.303060 4.413814 1.996356 1.613989 2.734425
ORIGIN_hex1632 ORIGIN_hex1633 ORIGIN_hex1634 ORIGIN_hex1635 ORIGIN_hex1642
4.224704 3.036204 3.459201 2.681545 0.565307
ORIGIN_hex1644 ORIGIN_hex1645 ORIGIN_hex1646 ORIGIN_hex1647 ORIGIN_hex1658
4.091382 3.892780 2.702577 -1.509909 3.665024
ORIGIN_hex1659 ORIGIN_hex1660 ORIGIN_hex1661 ORIGIN_hex1662 ORIGIN_hex1669
3.956708 3.032056 1.933828 2.972417 -0.147848
ORIGIN_hex1670 ORIGIN_hex1672 ORIGIN_hex1673 ORIGIN_hex1674 ORIGIN_hex1684
1.395579 3.434307 1.922288 2.560723 4.317317
ORIGIN_hex1685 ORIGIN_hex1686 ORIGIN_hex1687 ORIGIN_hex1688 ORIGIN_hex1689
3.250897 3.577697 1.712834 1.744665 2.245010
ORIGIN_hex1695 ORIGIN_hex1699 ORIGIN_hex1700 ORIGIN_hex1701 ORIGIN_hex1712
-0.705992 3.586940 2.214992 2.255141 3.283000
ORIGIN_hex1713 ORIGIN_hex1714 ORIGIN_hex1716 ORIGIN_hex1717 ORIGIN_hex1723
4.344688 1.650191 3.504148 -0.017440 3.109289
ORIGIN_hex1726 ORIGIN_hex1727 ORIGIN_hex1728 ORIGIN_hex1738 ORIGIN_hex1739
2.200787 4.571862 2.789583 2.078923 3.511487
ORIGIN_hex1740 ORIGIN_hex1741 ORIGIN_hex1743 ORIGIN_hex1744 ORIGIN_hex1748
1.901670 3.134121 1.630574 0.927914 -0.557381
ORIGIN_hex1749 ORIGIN_hex1753 ORIGIN_hex1754 ORIGIN_hex1764 ORIGIN_hex1765
3.766983 4.956475 3.691240 1.869292 4.375216
ORIGIN_hex1766 ORIGIN_hex1767 ORIGIN_hex1768 ORIGIN_hex1770 ORIGIN_hex1771
4.148753 3.519806 0.297050 1.573271 0.096568
ORIGIN_hex1776 ORIGIN_hex1777 ORIGIN_hex1778 ORIGIN_hex1780 ORIGIN_hex1781
4.704148 3.066683 1.610342 2.757506 4.771580
ORIGIN_hex1792 ORIGIN_hex1793 ORIGIN_hex1794 ORIGIN_hex1795 ORIGIN_hex1796
3.434403 3.946504 3.216681 1.291222 2.393422
ORIGIN_hex1798 ORIGIN_hex1800 ORIGIN_hex1802 ORIGIN_hex1804 ORIGIN_hex1805
0.039541 1.816288 0.861594 0.466976 3.139356
ORIGIN_hex1806 ORIGIN_hex1807 ORIGIN_hex1808 ORIGIN_hex1818 ORIGIN_hex1820
4.162416 4.611725 0.983290 -0.608846 3.893150
ORIGIN_hex1821 ORIGIN_hex1822 ORIGIN_hex1823 ORIGIN_hex1824 ORIGIN_hex1827
4.539900 2.689754 2.690088 3.499945 3.213193
ORIGIN_hex1828 ORIGIN_hex1829 ORIGIN_hex1831 ORIGIN_hex1833 ORIGIN_hex1834
3.344472 2.910821 2.860947 4.960240 4.096737
ORIGIN_hex1835 ORIGIN_hex1846 ORIGIN_hex1847 ORIGIN_hex1848 ORIGIN_hex1850
4.451531 0.861514 4.185316 2.980719 3.277208
ORIGIN_hex1852 ORIGIN_hex1853 ORIGIN_hex1854 ORIGIN_hex1855 ORIGIN_hex1856
0.861725 3.381252 3.405175 2.983983 1.638907
ORIGIN_hex1857 ORIGIN_hex1858 ORIGIN_hex1859 ORIGIN_hex1860 ORIGIN_hex1861
0.337369 3.328527 4.342446 4.763029 5.173356
ORIGIN_hex1862 ORIGIN_hex1874 ORIGIN_hex1875 ORIGIN_hex1877 ORIGIN_hex1878
2.347759 3.189762 3.124277 2.192321 2.361684
ORIGIN_hex1879 ORIGIN_hex1881 ORIGIN_hex1882 ORIGIN_hex1883 ORIGIN_hex1884
2.205951 0.077980 3.902704 4.032877 2.521256
ORIGIN_hex1886 ORIGIN_hex1887 ORIGIN_hex1888 ORIGIN_hex1889 ORIGIN_hex1890
5.171629 5.513000 4.684302 0.786369 2.189911
ORIGIN_hex1900 ORIGIN_hex1901 ORIGIN_hex1902 ORIGIN_hex1904 ORIGIN_hex1905
1.333171 1.783573 2.622939 2.066387 2.495096
ORIGIN_hex1906 ORIGIN_hex1907 ORIGIN_hex1908 ORIGIN_hex1909 ORIGIN_hex1910
2.966967 3.687757 2.911969 4.164002 3.418358
ORIGIN_hex1912 ORIGIN_hex1913 ORIGIN_hex1914 ORIGIN_hex1916 ORIGIN_hex1928
2.352548 4.187559 5.320344 4.358871 2.395471
ORIGIN_hex1931 ORIGIN_hex1932 ORIGIN_hex1933 ORIGIN_hex1934 ORIGIN_hex1935
3.708931 3.639355 2.711868 1.840742 4.415936
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DESTIN_hex1578 DESTIN_hex1579 DESTIN_hex1581 DESTIN_hex1588 DESTIN_hex1590
-1.176519 1.393734 0.075249 -1.150766 0.621163
DESTIN_hex1591 DESTIN_hex1592 DESTIN_hex1604 DESTIN_hex1605 DESTIN_hex1606
0.345538 -0.274308 1.749194 0.570168 0.567604
DESTIN_hex1607 DESTIN_hex1616 DESTIN_hex1617 DESTIN_hex1618 DESTIN_hex1619
-1.030018 -0.956429 -1.702538 1.119586 0.110686
DESTIN_hex1620 DESTIN_hex1630 DESTIN_hex1631 DESTIN_hex1632 DESTIN_hex1633
0.398069 -1.132028 0.440802 -0.027310 -1.296216
DESTIN_hex1634 DESTIN_hex1635 DESTIN_hex1642 DESTIN_hex1644 DESTIN_hex1645
0.372924 0.633922 -2.949817 0.666837 0.168066
DESTIN_hex1646 DESTIN_hex1647 DESTIN_hex1658 DESTIN_hex1659 DESTIN_hex1660
0.496761 0.621142 0.192423 0.706918 0.187275
DESTIN_hex1661 DESTIN_hex1662 DESTIN_hex1669 DESTIN_hex1670 DESTIN_hex1672
-1.204581 -0.391373 -3.744413 -0.151116 0.306203
DESTIN_hex1673 DESTIN_hex1674 DESTIN_hex1684 DESTIN_hex1685 DESTIN_hex1686
1.778980 0.542143 0.248990 0.006064 0.684065
DESTIN_hex1687 DESTIN_hex1688 DESTIN_hex1689 DESTIN_hex1695 DESTIN_hex1699
-0.433019 -0.273952 -1.257945 -1.791478 -0.086644
DESTIN_hex1700 DESTIN_hex1701 DESTIN_hex1712 DESTIN_hex1713 DESTIN_hex1714
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DESTIN_hex1716 DESTIN_hex1717 DESTIN_hex1723 DESTIN_hex1726 DESTIN_hex1727
0.190472 -2.153571 -1.379036 -0.137762 0.580709
DESTIN_hex1728 DESTIN_hex1737 DESTIN_hex1738 DESTIN_hex1739 DESTIN_hex1740
0.886630 -0.839594 0.161652 1.556783 -0.047010
DESTIN_hex1741 DESTIN_hex1743 DESTIN_hex1744 DESTIN_hex1748 DESTIN_hex1749
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DESTIN_hex1753 DESTIN_hex1754 DESTIN_hex1764 DESTIN_hex1765 DESTIN_hex1766
1.165507 0.175413 -1.061794 1.378347 0.451511
DESTIN_hex1767 DESTIN_hex1768 DESTIN_hex1770 DESTIN_hex1771 DESTIN_hex1776
0.483119 -0.896557 -1.015924 -1.693260 0.088603
DESTIN_hex1777 DESTIN_hex1778 DESTIN_hex1780 DESTIN_hex1781 DESTIN_hex1792
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DESTIN_hex1793 DESTIN_hex1794 DESTIN_hex1795 DESTIN_hex1796 DESTIN_hex1798
1.266470 0.222228 0.263063 1.277842 -2.894504
DESTIN_hex1800 DESTIN_hex1802 DESTIN_hex1804 DESTIN_hex1805 DESTIN_hex1806
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DESTIN_hex1807 DESTIN_hex1808 DESTIN_hex1818 DESTIN_hex1820 DESTIN_hex1821
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DESTIN_hex1822 DESTIN_hex1823 DESTIN_hex1824 DESTIN_hex1827 DESTIN_hex1828
0.264567 -0.443050 1.257579 -0.206444 -0.248483
DESTIN_hex1829 DESTIN_hex1831 DESTIN_hex1833 DESTIN_hex1834 DESTIN_hex1835
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DESTIN_hex1846 DESTIN_hex1847 DESTIN_hex1848 DESTIN_hex1850 DESTIN_hex1852
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DESTIN_hex1853 DESTIN_hex1854 DESTIN_hex1855 DESTIN_hex1856 DESTIN_hex1857
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DESTIN_hex1858 DESTIN_hex1859 DESTIN_hex1860 DESTIN_hex1861 DESTIN_hex1862
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DESTIN_hex1874 DESTIN_hex1875 DESTIN_hex1877 DESTIN_hex1878 DESTIN_hex1879
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DESTIN_hex1881 DESTIN_hex1882 DESTIN_hex1883 DESTIN_hex1884 DESTIN_hex1886
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DESTIN_hex1887 DESTIN_hex1888 DESTIN_hex1889 DESTIN_hex1890 DESTIN_hex1900
1.737496 -1.316804 -4.645446 -0.938920 -1.473291
DESTIN_hex1901 DESTIN_hex1902 DESTIN_hex1904 DESTIN_hex1905 DESTIN_hex1906
1.644748 0.124835 0.543419 0.059755 -0.060823
DESTIN_hex1907 DESTIN_hex1908 DESTIN_hex1909 DESTIN_hex1910 DESTIN_hex1912
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0.460077 0.851311 -0.064642 0.603140 -0.372886
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DESTIN_hex2230 DESTIN_hex2231 DESTIN_hex2233 DESTIN_hex2234 DESTIN_hex2235
0.683988 -0.333445 0.625097 -4.054932 -2.445090
DESTIN_hex2254 DESTIN_hex2255 DESTIN_hex2256 DESTIN_hex2257 DESTIN_hex2258
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DESTIN_hex2259 DESTIN_hex2260 DESTIN_hex2261 DESTIN_hex2262 DESTIN_hex2281
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DESTIN_hex2282 DESTIN_hex2283 DESTIN_hex2284 DESTIN_hex2285 DESTIN_hex2286
1.108548 -0.067982 0.630791 0.422459 -0.530668
DESTIN_hex2287 DESTIN_hex2288 DESTIN_hex2308 DESTIN_hex2309 DESTIN_hex2310
0.664296 -1.453397 -0.157951 1.017845 0.448040
DESTIN_hex2311 DESTIN_hex2312 DESTIN_hex2313 DESTIN_hex2314 DESTIN_hex2315
1.088845 -0.531549 1.520460 0.961127 0.188831
DESTIN_hex2316 DESTIN_hex2317 DESTIN_hex2335 DESTIN_hex2336 DESTIN_hex2337
-0.222318 -3.033745 0.116242 1.083786 0.989671
DESTIN_hex2338 DESTIN_hex2339 DESTIN_hex2340 DESTIN_hex2341 DESTIN_hex2342
0.265065 0.572900 0.046224 0.678551 -0.466321
DESTIN_hex2343 DESTIN_hex2362 DESTIN_hex2363 DESTIN_hex2364 DESTIN_hex2365
-0.833036 -0.243386 -0.130389 0.985587 1.483797
DESTIN_hex2366 DESTIN_hex2367 DESTIN_hex2368 DESTIN_hex2369 DESTIN_hex2370
0.916239 0.173643 1.208345 1.140522 1.382412
DESTIN_hex2371 DESTIN_hex2389 DESTIN_hex2390 DESTIN_hex2391 DESTIN_hex2392
-0.592511 0.296346 1.240683 0.638955 0.879969
DESTIN_hex2393 DESTIN_hex2394 DESTIN_hex2395 DESTIN_hex2396 DESTIN_hex2397
1.021597 -1.541755 0.161210 -0.063441 -1.217981
DESTIN_hex2398 DESTIN_hex2416 DESTIN_hex2417 DESTIN_hex2418 DESTIN_hex2419
-0.672546 -0.125591 -0.430167 0.336822 1.325197
DESTIN_hex2420 DESTIN_hex2422 DESTIN_hex2423 DESTIN_hex2424 DESTIN_hex2425
-0.369935 -0.538890 -0.967495 0.595359 1.432238
DESTIN_hex2426 DESTIN_hex2443 DESTIN_hex2444 DESTIN_hex2445 DESTIN_hex2448
-2.285369 1.304999 0.779692 0.966465 0.809609
DESTIN_hex2449 DESTIN_hex2450 DESTIN_hex2451 DESTIN_hex2452 DESTIN_hex2471
-0.382749 -0.592490 0.864017 -1.591575 -0.076604
DESTIN_hex2472 DESTIN_hex2473 DESTIN_hex2476 DESTIN_hex2478 DESTIN_hex2479
-0.149966 0.966457 0.381415 -0.427145 -1.366905
DESTIN_hex2480 DESTIN_hex2497 DESTIN_hex2498 DESTIN_hex2499 DESTIN_hex2500
-1.947280 0.434837 -1.068347 -0.827182 -1.673814
DESTIN_hex2503 DESTIN_hex2504 DESTIN_hex2505 DESTIN_hex2507 DESTIN_hex2525
-2.547601 -1.401201 -0.428795 -0.949279 -0.119923
DESTIN_hex2526 DESTIN_hex2527 DESTIN_hex2531 DESTIN_hex2532 DESTIN_hex2533
0.810483 0.661932 -0.125157 -0.639451 -2.443518
DESTIN_hex2551 DESTIN_hex2552 DESTIN_hex2553 DESTIN_hex2554 DESTIN_hex2557
1.030467 -0.008168 -0.194446 -0.825060 0.908434
DESTIN_hex2559 DESTIN_hex2579 DESTIN_hex2580 DESTIN_hex2581 DESTIN_hex2584
-1.459125 0.037482 0.625841 -0.022838 -1.478400
DESTIN_hex2605 DESTIN_hex2606 DESTIN_hex2607 DESTIN_hex2608 DESTIN_hex2609
-1.067816 -0.978046 0.510143 0.020005 -1.536937
DESTIN_hex2610 DESTIN_hex2611 DESTIN_hex2633 DESTIN_hex2634 DESTIN_hex2635
-1.600037 0.291227 0.011479 2.150304 -0.408306
DESTIN_hex2636 DESTIN_hex2637 DESTIN_hex2638 DESTIN_hex2660 DESTIN_hex2661
0.226818 -0.780092 0.245752 -0.191218 0.493710
DESTIN_hex2662 DESTIN_hex2663 DESTIN_hex2664 DESTIN_hex2665 DESTIN_hex2687
-0.298631 0.908714 -0.353565 1.423083 -0.614623
DESTIN_hex2688 DESTIN_hex2689 DESTIN_hex2690 DESTIN_hex2691 DESTIN_hex2693
0.047768 1.048449 1.090766 0.035643 0.597121
DESTIN_hex2714 DESTIN_hex2715 DESTIN_hex2716 DESTIN_hex2717 DESTIN_hex2718
-0.700315 -0.042551 -1.302017 0.620424 -0.451685
DESTIN_hex2719 DESTIN_hex2742 DESTIN_hex2743 DESTIN_hex2744 DESTIN_hex2745
-0.091727 0.673536 0.762699 1.264558 1.210607
DESTIN_hex2746 DESTIN_hex2747 DESTIN_hex2768 DESTIN_hex2769 DESTIN_hex2770
-1.046381 0.480789 0.571951 1.419225 1.149626
DESTIN_hex2771 DESTIN_hex2772 DESTIN_hex2773 DESTIN_hex2795 DESTIN_hex2796
2.255261 -1.052041 -0.264331 -0.444290 -3.579635
DESTIN_hex2797 DESTIN_hex2798 DESTIN_hex2799 DESTIN_hex2800 DESTIN_hex2801
0.773749 -0.874702 0.265525 1.358935 -1.717031
DESTIN_hex2822 DESTIN_hex2823 DESTIN_hex2824 DESTIN_hex2825 DESTIN_hex2826
-1.222632 0.417430 1.069250 0.533627 0.397019
DESTIN_hex2827 DESTIN_hex2850 DESTIN_hex2851 DESTIN_hex2852 DESTIN_hex2853
2.097878 -0.604088 1.988779 0.086611 1.717684
DESTIN_hex2854 DESTIN_hex2877 DESTIN_hex2878 DESTIN_hex2879 DESTIN_hex2880
0.454042 0.151896 1.092574 0.545029 -0.190031
DESTIN_hex2881 DESTIN_hex2905 DESTIN_hex2906 DESTIN_hex2907 DESTIN_hex2908
-0.298714 1.319022 0.481518 -0.204083 0.444199
DESTIN_hex2909 DESTIN_hex2931 DESTIN_hex2932 DESTIN_hex2933 DESTIN_hex2934
-1.338232 1.185151 -1.075633 1.369757 0.041252
DESTIN_hex2959 DESTIN_hex2960 DESTIN_hex2961 DESTIN_hex2962 DESTIN_hex2963
1.532254 2.522546 0.263587 0.696641 -0.590304
DESTIN_hex2987 DESTIN_hex2988 DESTIN_hex2989 DESTIN_hex2990 DESTIN_hex3015
-0.002604 -1.429891 0.854884 1.113776 0.035262
DESTIN_hex3016 DESTIN_hex3017 DESTIN_hex3040 DESTIN_hex3043 DESTIN_hex3044
0.713621 0.370745 1.127584 0.680953 0.320484
DESTIN_hex3068 DESTIN_hex3069 DESTIN_hex3070 DESTIN_hex3072 DESTIN_hex3092
-0.445384 1.171238 0.565815 -0.579237 0.976154
DESTIN_hex3098 DESTIN_hex3123 DESTIN_hex3126 DESTIN_hex3151 DESTIN_hex3152
0.623358 1.898388 -2.451051 2.292708 -1.645137
DESTIN_hex3173 DESTIN_hex3178 DESTIN_hex3179 DESTIN_hex3205 DESTIN_hex3206
0.302863 0.734356 0.780024 1.117046 1.995980
DESTIN_hex3232 DESTIN_hex3233 DESTIN_hex3286 DESTIN_hex3308 DESTIN_hex3419
2.187218 1.788055 -0.098395 0.972347 0.669841
dist
-1.196948
Degrees of Freedom: 38483 Total (i.e. Null); 36878 Residual
Null Deviance: 74760000
Residual Deviance: 26560000 AIC: 26800000orcSIM_fitted <- as.data.frame(orcSIM_morn_jan$fitted.values)orcSIM_fitted <- as.data.frame(orcSIM_morn_jan$fitted.values)
orcSIM_coefficients <- as.data.frame(orcSIM_morn_jan$coefficients)
colnames(orcSIM_fitted) <- "ORCEstimatedFlow"
fitted_flow_data_morn_jan <- cbind(flow_data_morn_jan,orcSIM_fitted)
desSIM_fitted <- as.data.frame(desSIM_morn_jan$fitted.values)
desSIM_coefficients <- as.data.frame(desSIM_morn_jan$coefficients)
colnames(desSIM_fitted) <- "DESEstimatedFlow"
fitted_flow_data_morn_jan <- cbind(fitted_flow_data_morn_jan,desSIM_fitted)
dbcSIM_fitted <- as.data.frame(dbcSIM_morn_jan$fitted.values)
dbcSIM_coefficients <- as.data.frame(dbcSIM_morn_jan$coefficients)
colnames(dbcSIM_fitted) <- "DBCEstimatedFlow"
fitted_flow_data_morn_jan <- cbind(fitted_flow_data_morn_jan,dbcSIM_fitted)pacman::p_load(stplanr)Original Constraint Flow Estimation Map
od_plot <- fitted_flow_data_morn_jan[fitted_flow_data_morn_jan$ORIGIN_hex!=fitted_flow_data_morn_jan$DESTIN_hex,]
flowLine <- od2line(flow = od_plot,
zones = hex_grid,
zone_code = "index")
orc_flowLine <- flowLine %>% filter(ORCEstimatedFlow > 5000)orc_fitted_inflow <- aggregate(fitted_flow_data_morn_jan$ORCEstimatedFlow, by=list(Category=fitted_flow_data_morn_jan$DESTIN_hex), FUN=sum)
colnames(orc_fitted_inflow) <- c("index", "Estimated_InFlow")
orc_fitted_inflow_hex <- left_join(hex_grid, orc_fitted_inflow, by = 'index')
orc_fitted_inflow_hex$Estimated_InFlow <- ifelse(is.na(orc_fitted_inflow_hex$Estimated_InFlow), 0, orc_fitted_inflow_hex$Estimated_InFlow)
orc_fitted_outflow <- aggregate(fitted_flow_data_morn_jan$ORCEstimatedFlow, by=list(Category=fitted_flow_data_morn_jan$ORIGIN_hex), FUN=sum)
colnames(orc_fitted_outflow) <- c("index", "Estimated_OutFlow")
orc_fitted_outflow_hex <- left_join(hex_grid, orc_fitted_outflow, by = 'index')
orc_fitted_outflow_hex$Estimated_OutFlow <- ifelse(is.na(orc_fitted_outflow_hex$Estimated_OutFlow), 0, orc_fitted_outflow_hex$Estimated_OutFlow)tmap_mode("view")
tm_shape(hex_grid) +
tm_fill(col="#f2ffff") +
tm_borders(col = "grey") +
tm_shape(orc_fitted_inflow_hex) +
tm_fill(col = "Estimated_InFlow",
palette = c("#f2ffff","#f9f777","#f8d673","#f89974","#D66779","#b977cb","#7977f3","#57bfc0"),
style = "fixed",
breaks = c(0,1,100,1000,10000,100000,500000,1000000,5000000),
title = "Estimated Inflow Volume")+
tm_borders(col = "grey") +
tm_shape(orc_fitted_outflow_hex) +
tm_fill(col = "Estimated_OutFlow",
palette = c("#f2ffff","#f9f777","#f8d673","#f89974","#D66779","#b977cb","#7977f3","#57bfc0"),
style = "fixed",
breaks = c(0,1,100,1000,10000,100000,500000,1000000,5000000),
title = "Estimated Outflow Volume")+
tm_borders(col = "grey") +
tm_shape(orc_flowLine) +
tm_lines(lwd = "ORCEstimatedFlow",
col = "ORCEstimatedFlow",
palette = c("#f8d673","#f89974","#D66779","#b977cb","#7977f3","#57bfc0"),
style = "pretty",
scale = c(1,2,3,4,5,7,9),
n = 6,
title.lwd = "Orgin Constrained Flow",
id = "ORCEstimatedFlow")Destination Constraint Flow Estimation Map
des_flowLine <- flowLine %>% filter(DESEstimatedFlow > 5000)des_fitted_inflow <- aggregate(fitted_flow_data_morn_jan$DESEstimatedFlow, by=list(Category=fitted_flow_data_morn_jan$DESTIN_hex), FUN=sum)
colnames(des_fitted_inflow) <- c("index", "Estimated_InFlow")
des_fitted_inflow_hex <- left_join(hex_grid, des_fitted_inflow, by = 'index')
des_fitted_inflow_hex$Estimated_InFlow <- ifelse(is.na(des_fitted_inflow_hex$Estimated_InFlow), 0, des_fitted_inflow_hex$Estimated_InFlow)
des_fitted_outflow <- aggregate(fitted_flow_data_morn_jan$DESEstimatedFlow, by=list(Category=fitted_flow_data_morn_jan$ORIGIN_hex), FUN=sum)
colnames(des_fitted_outflow) <- c("index", "Estimated_OutFlow")
des_fitted_outflow_hex <- left_join(hex_grid, des_fitted_outflow, by = 'index')
des_fitted_outflow_hex$Estimated_OutFlow <- ifelse(is.na(des_fitted_outflow_hex$Estimated_OutFlow), 0, des_fitted_outflow_hex$Estimated_OutFlow)tmap_mode("view")
tm_shape(hex_grid) +
tm_fill(col="#f2ffff") +
tm_borders(col = "grey") +
tm_shape(des_fitted_inflow_hex) +
tm_fill(col = "Estimated_InFlow",
palette = c("#f2ffff","#f9f777","#f8d673","#f89974","#D66779","#b977cb","#7977f3","#57bfc0"),
style = "fixed",
breaks = c(0,1,100,1000,10000,100000,500000,1000000,5000000),
title = "Estimated Inflow Volume")+
tm_borders(col = "grey") +
tm_shape(des_fitted_outflow_hex) +
tm_fill(col = "Estimated_OutFlow",
palette = c("#f2ffff","#f9f777","#f8d673","#f89974","#D66779","#b977cb","#7977f3","#57bfc0"),
style = "fixed",
breaks = c(0,1,100,1000,10000,100000,500000,1000000,5000000),
title = "Estimated Outflow Volume")+
tm_borders(col = "grey") +
tm_shape(orc_flowLine) +
tm_lines(lwd = "DESEstimatedFlow",
col = "DESEstimatedFlow",
palette = c("#f8d673","#f89974","#D66779","#b977cb","#7977f3","#57bfc0"),
style = "pretty",
scale = c(1,2,3,4,5,7,9),
n = 6,
title.lwd = "Destination Constrained Flow",
id = "DESEstimatedFlow")dbc_flowLine <- flowLine %>% filter(DBCEstimatedFlow > 5000)dbc_fitted_inflow <- aggregate(fitted_flow_data_morn_jan$DBCEstimatedFlow, by=list(Category=fitted_flow_data_morn_jan$DESTIN_hex), FUN=sum)
colnames(dbc_fitted_inflow) <- c("index", "Estimated_InFlow")
dbc_fitted_inflow_hex <- left_join(hex_grid, orc_fitted_inflow, by = 'index')
dbc_fitted_inflow_hex$Estimated_InFlow <- ifelse(is.na(dbc_fitted_inflow_hex$Estimated_InFlow), 0, dbc_fitted_inflow_hex$Estimated_InFlow)
dbc_fitted_outflow <- aggregate(fitted_flow_data_morn_jan$DBCEstimatedFlow, by=list(Category=fitted_flow_data_morn_jan$ORIGIN_hex), FUN=sum)
colnames(dbc_fitted_outflow) <- c("index", "Estimated_OutFlow")
dbc_fitted_outflow_hex <- left_join(hex_grid, orc_fitted_outflow, by = 'index')
dbc_fitted_outflow_hex$Estimated_OutFlow <- ifelse(is.na(dbc_fitted_outflow_hex$Estimated_OutFlow), 0, dbc_fitted_outflow_hex$Estimated_OutFlow)tmap_mode("view")
tm_shape(hex_grid) +
tm_fill(col="#f2ffff") +
tm_borders(col = "grey") +
tm_shape(dbc_fitted_inflow_hex) +
tm_fill(col = "Estimated_InFlow",
palette = c("#f2ffff","#f9f777","#f8d673","#f89974","#D66779","#b977cb","#7977f3","#57bfc0"),
style = "fixed",
breaks = c(0,1,100,1000,10000,100000,500000,1000000,5000000),
title = "Estimated Inflow Volume")+
tm_borders(col = "grey") +
tm_shape(dbc_fitted_outflow_hex) +
tm_fill(col = "Estimated_OutFlow",
palette = c("#f2ffff","#f9f777","#f8d673","#f89974","#D66779","#b977cb","#7977f3","#57bfc0"),
style = "fixed",
breaks = c(0,1,100,1000,10000,100000,500000,1000000,5000000),
title = "Estimated Outflow Volume")+
tm_borders(col = "grey") +
tm_shape(orc_flowLine) +
tm_lines(lwd = "DBCEstimatedFlow",
col = "DBCEstimatedFlow",
palette = c("#f8d673","#f89974","#D66779","#b977cb","#7977f3","#57bfc0"),
style = "pretty",
scale = c(1,2,3,4,5,7,9),
n = 6,
title.lwd = "Destination Constrained Flow",
id = "DBCEstimatedFlow")Exploring User Input Options for Shiny Application
From the exercise above, we may include the following user specification and model calibration options for our Shiny application.
| Input | Options |
|---|---|
| Month of Interest | November 2023, December 2023, January 2024 |
| Time Period | Weekday - Morning , Weekday - Evening, Weekend/Holiday - Morning, Weekend/Holiday - Evening |
| Area of Interest | Singapore (Overall), individual subzone/ planning areas |
| Flow Type | Inflow, Outflow |
| Model Type | Origin Constraint, Destination Constraint, Doubly Constraint |
Comparison
model_list <- list(originConstrained=orcSIM_morn_jan,
destinConstrained=desSIM_morn_jan,
doublyConstrained=dbcSIM_morn_jan)
compare_performance(model_list, metrics = "RMSE")# Comparison of Model Performance Indices
Name | Model | RMSE
------------------------------------
originConstrained | glm | 2236.203
destinConstrained | glm | 2219.576
doublyConstrained | glm | 2070.654ggplot(data = fitted_flow_data_morn_jan,
aes(x = ORCEstimatedFlow,
y = TOTAL_TRIPS)) +
geom_point() +
geom_smooth(method = lm) +
coord_cartesian(xlim=c(0,100000),
ylim=c(0,100000)) +
labs(title = "Observed vs. Fitted Values for Origin constrained SIM",
x = "Fitted Values", y = "Observed Values")
ggplot(data = fitted_flow_data_morn_jan,
aes(x = DESEstimatedFlow,
y = TOTAL_TRIPS)) +
geom_point() +
geom_smooth(method = lm) +
coord_cartesian(xlim=c(0,100000),
ylim=c(0,100000)) +
labs(title = "Observed vs. Fitted Values for Destination constrained SIM",
x = "Fitted Values", y = "Observed Values")
ggplot(data = fitted_flow_data_morn_jan,
aes(x = DBCEstimatedFlow,
y = TOTAL_TRIPS)) +
geom_point() +
geom_smooth(method = lm) +
coord_cartesian(xlim=c(0,100000),
ylim=c(0,100000)) +
labs(title = "Observed vs. Fitted Values for Doubly constrained SIM",
x = "Fitted Values", y = "Observed Values")
5.0 Proposed Shiny Application Interface
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